Hugging Face's logo

Spaces:
Thun09
/
leaderboard_demo
Running

App Files Community
leaderboard_demo
File size: 161,932 Bytes 
b09e97c
2fc180e
 
0a897b6
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
 
{"index":103,"Rank":1,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Salesforce\/SFR-Embedding-2_R\">SFR-Embedding-2_R<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":89.05,"AmazonCounterfactualClassification (en)":92.72,"AmazonPolarityClassification":97.31,"AmazonReviewsClassification (en)":61.04,"Banking77Classification":90.02,"EmotionClassification":93.37,"ImdbClassification":96.8,"MassiveIntentClassification (en)":85.97,"MassiveScenarioClassification (en)":90.61,"MTOPDomainClassification (en)":98.58,"MTOPIntentClassification (en)":91.3,"ToxicConversationsClassification":91.14,"TweetSentimentExtractionClassification":79.7}
{"index":22,"Rank":2,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/BAAI\/bge-en-icl\">bge-en-icl<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":88.95,"AmazonCounterfactualClassification (en)":93.15,"AmazonPolarityClassification":96.98,"AmazonReviewsClassification (en)":61.46,"Banking77Classification":91.49,"EmotionClassification":93.36,"ImdbClassification":96.91,"MassiveIntentClassification (en)":82.93,"MassiveScenarioClassification (en)":85.6,"MTOPDomainClassification (en)":98.42,"MTOPIntentClassification (en)":94.0,"ToxicConversationsClassification":93.17,"TweetSentimentExtractionClassification":79.93}
{"index":25,"Rank":3,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/BAAI\/bge-multilingual-gemma2\">bge-multilingual-gemma2<\/a>","Model Size (Million Parameters)":9242,"Memory Usage (GB, fp32)":34.43,"Average":88.08,"AmazonCounterfactualClassification (en)":89.48,"AmazonPolarityClassification":96.9,"AmazonReviewsClassification (en)":61.6,"Banking77Classification":92.53,"EmotionClassification":92.97,"ImdbClassification":96.66,"MassiveIntentClassification (en)":82.05,"MassiveScenarioClassification (en)":84.4,"MTOPDomainClassification (en)":98.61,"MTOPIntentClassification (en)":95.51,"ToxicConversationsClassification":87.34,"TweetSentimentExtractionClassification":78.86}
{"index":153,"Rank":4,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/dunzhang\/stella_en_1.5B_v5\">stella_en_1.5B_v5<\/a>","Model Size (Million Parameters)":1543,"Memory Usage (GB, fp32)":5.75,"Average":87.63,"AmazonCounterfactualClassification (en)":92.87,"AmazonPolarityClassification":97.16,"AmazonReviewsClassification (en)":59.36,"Banking77Classification":89.79,"EmotionClassification":84.29,"ImdbClassification":96.66,"MassiveIntentClassification (en)":85.83,"MassiveScenarioClassification (en)":90.2,"MTOPDomainClassification (en)":99.01,"MTOPIntentClassification (en)":92.78,"ToxicConversationsClassification":88.76,"TweetSentimentExtractionClassification":74.84}
{"index":225,"Rank":5,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/nvidia\/NV-Embed-v1\">NV-Embed-v1<\/a>","Model Size (Million Parameters)":7851,"Memory Usage (GB, fp32)":29.25,"Average":87.35,"AmazonCounterfactualClassification (en)":95.12,"AmazonPolarityClassification":97.14,"AmazonReviewsClassification (en)":55.47,"Banking77Classification":90.34,"EmotionClassification":91.7,"ImdbClassification":97.06,"MassiveIntentClassification (en)":80.07,"MassiveScenarioClassification (en)":81.74,"MTOPDomainClassification (en)":96.51,"MTOPIntentClassification (en)":89.77,"ToxicConversationsClassification":92.6,"TweetSentimentExtractionClassification":80.64}
{"index":154,"Rank":6,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/dunzhang\/stella_en_400M_v5\">stella_en_400M_v5<\/a>","Model Size (Million Parameters)":435,"Memory Usage (GB, fp32)":1.62,"Average":86.67,"AmazonCounterfactualClassification (en)":92.36,"AmazonPolarityClassification":97.19,"AmazonReviewsClassification (en)":59.53,"Banking77Classification":89.3,"EmotionClassification":78.77,"ImdbClassification":96.49,"MassiveIntentClassification (en)":85.17,"MassiveScenarioClassification (en)":89.62,"MTOPDomainClassification (en)":98.83,"MTOPIntentClassification (en)":92.3,"ToxicConversationsClassification":86.94,"TweetSentimentExtractionClassification":73.58}
{"index":17,"Rank":7,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Alibaba-NLP\/gte-Qwen2-7B-instruct\">gte-Qwen2-7B-instruct<\/a>","Model Size (Million Parameters)":7613,"Memory Usage (GB, fp32)":28.36,"Average":86.58,"AmazonCounterfactualClassification (en)":91.31,"AmazonPolarityClassification":97.5,"AmazonReviewsClassification (en)":62.56,"Banking77Classification":87.57,"EmotionClassification":79.45,"ImdbClassification":96.75,"MassiveIntentClassification (en)":85.41,"MassiveScenarioClassification (en)":89.77,"MTOPDomainClassification (en)":99.04,"MTOPIntentClassification (en)":91.88,"ToxicConversationsClassification":85.12,"TweetSentimentExtractionClassification":72.58}
{"index":16,"Rank":8,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Alibaba-NLP\/gte-Qwen2-1.5B-instruct\">gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":1776,"Memory Usage (GB, fp32)":6.62,"Average":82.47,"AmazonCounterfactualClassification (en)":83.99,"AmazonPolarityClassification":96.61,"AmazonReviewsClassification (en)":55.61,"Banking77Classification":87.31,"EmotionClassification":61.37,"ImdbClassification":95.83,"MassiveIntentClassification (en)":82.4,"MassiveScenarioClassification (en)":84.5,"MTOPDomainClassification (en)":97.69,"MTOPIntentClassification (en)":88.76,"ToxicConversationsClassification":82.66,"TweetSentimentExtractionClassification":72.95}
{"index":6,"Rank":9,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/docs.voyageai.com\/embeddings\/\">voyage-large-2-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":81.49,"AmazonCounterfactualClassification (en)":77.6,"AmazonPolarityClassification":96.58,"AmazonReviewsClassification (en)":50.77,"Banking77Classification":86.96,"EmotionClassification":59.81,"ImdbClassification":96.13,"MassiveIntentClassification (en)":81.08,"MassiveScenarioClassification (en)":87.95,"MTOPDomainClassification (en)":98.86,"MTOPIntentClassification (en)":86.97,"ToxicConversationsClassification":83.58,"TweetSentimentExtractionClassification":71.55}
{"index":1,"Rank":10,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/cloud.google.com\/vertex-ai\/generative-ai\/docs\/embeddings\/get-text-embeddings#latest_models\">google-gecko.text-embedding-preview-0409<\/a>","Model Size (Million Parameters)":1200,"Memory Usage (GB, fp32)":4.47,"Average":81.17,"AmazonCounterfactualClassification (en)":75.34,"AmazonPolarityClassification":97.34,"AmazonReviewsClassification (en)":51.17,"Banking77Classification":88.62,"EmotionClassification":52.51,"ImdbClassification":95.65,"MassiveIntentClassification (en)":80.22,"MassiveScenarioClassification (en)":87.19,"MTOPDomainClassification (en)":98.35,"MTOPIntentClassification (en)":83.43,"ToxicConversationsClassification":89.67,"TweetSentimentExtractionClassification":74.52}
{"index":65,"Rank":11,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Linq-AI-Research\/Linq-Embed-Mistral\">Linq-Embed-Mistral<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":80.2,"AmazonCounterfactualClassification (en)":84.43,"AmazonPolarityClassification":95.7,"AmazonReviewsClassification (en)":57.64,"Banking77Classification":87.88,"EmotionClassification":51.82,"ImdbClassification":94.78,"MassiveIntentClassification (en)":82.67,"MassiveScenarioClassification (en)":85.01,"MTOPDomainClassification (en)":96.83,"MTOPIntentClassification (en)":89.57,"ToxicConversationsClassification":71.29,"TweetSentimentExtractionClassification":64.76}
{"index":15,"Rank":12,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Alibaba-NLP\/gte-Qwen1.5-7B-instruct\">gte-Qwen1.5-7B-instruct<\/a>","Model Size (Million Parameters)":7099,"Memory Usage (GB, fp32)":26.45,"Average":79.6,"AmazonCounterfactualClassification (en)":83.16,"AmazonPolarityClassification":96.7,"AmazonReviewsClassification (en)":62.17,"Banking77Classification":81.68,"EmotionClassification":54.53,"ImdbClassification":95.58,"MassiveIntentClassification (en)":78.47,"MassiveScenarioClassification (en)":78.19,"MTOPDomainClassification (en)":95.75,"MTOPIntentClassification (en)":84.26,"ToxicConversationsClassification":78.75,"TweetSentimentExtractionClassification":66.0}
{"index":47,"Rank":13,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/GritLM\/GritLM-7B\">GritLM-7B<\/a>","Model Size (Million Parameters)":7242,"Memory Usage (GB, fp32)":26.98,"Average":79.46,"AmazonCounterfactualClassification (en)":81.18,"AmazonPolarityClassification":96.52,"AmazonReviewsClassification (en)":57.81,"Banking77Classification":88.47,"EmotionClassification":52.81,"ImdbClassification":95.0,"MassiveIntentClassification (en)":80.78,"MassiveScenarioClassification (en)":82.09,"MTOPDomainClassification (en)":96.16,"MTOPIntentClassification (en)":87.13,"ToxicConversationsClassification":70.8,"TweetSentimentExtractionClassification":64.78}
{"index":9,"Rank":14,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/docs.voyageai.com\/embeddings\/\">voyage-lite-02-instruct<\/a>","Model Size (Million Parameters)":1220,"Memory Usage (GB, fp32)":4.54,"Average":79.25,"AmazonCounterfactualClassification (en)":88.31,"AmazonPolarityClassification":96.32,"AmazonReviewsClassification (en)":56.25,"Banking77Classification":88.59,"EmotionClassification":50.28,"ImdbClassification":95.75,"MassiveIntentClassification (en)":73.97,"MassiveScenarioClassification (en)":83.99,"MTOPDomainClassification (en)":97.65,"MTOPIntentClassification (en)":75.16,"ToxicConversationsClassification":81.75,"TweetSentimentExtractionClassification":62.98}
{"index":0,"Rank":15,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/cloud.google.com\/vertex-ai\/generative-ai\/docs\/embeddings\/get-text-embeddings#latest_models\">google-gecko-256.text-embedding-preview-0409<\/a>","Model Size (Million Parameters)":1200,"Memory Usage (GB, fp32)":4.47,"Average":79.0,"AmazonCounterfactualClassification (en)":70.93,"AmazonPolarityClassification":97.34,"AmazonReviewsClassification (en)":48.47,"Banking77Classification":86.01,"EmotionClassification":51.53,"ImdbClassification":95.7,"MassiveIntentClassification (en)":75.67,"MassiveScenarioClassification (en)":85.16,"MTOPDomainClassification (en)":98.02,"MTOPIntentClassification (en)":77.82,"ToxicConversationsClassification":88.33,"TweetSentimentExtractionClassification":72.97}
{"index":48,"Rank":16,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/GritLM\/GritLM-8x7B\">GritLM-8x7B<\/a>","Model Size (Million Parameters)":46703,"Memory Usage (GB, fp32)":173.98,"Average":78.53,"AmazonCounterfactualClassification (en)":80.48,"AmazonPolarityClassification":96.32,"AmazonReviewsClassification (en)":57.18,"Banking77Classification":87.46,"EmotionClassification":50.06,"ImdbClassification":94.32,"MassiveIntentClassification (en)":79.72,"MassiveScenarioClassification (en)":81.09,"MTOPDomainClassification (en)":95.29,"MTOPIntentClassification (en)":87.08,"ToxicConversationsClassification":70.89,"TweetSentimentExtractionClassification":62.48}
{"index":170,"Rank":17,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-mistral-7b-instruct\">e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":78.47,"AmazonCounterfactualClassification (en)":78.69,"AmazonPolarityClassification":95.91,"AmazonReviewsClassification (en)":55.79,"Banking77Classification":88.23,"EmotionClassification":49.77,"ImdbClassification":94.78,"MassiveIntentClassification (en)":80.57,"MassiveScenarioClassification (en)":82.39,"MTOPDomainClassification (en)":96.12,"MTOPIntentClassification (en)":86.11,"ToxicConversationsClassification":69.59,"TweetSentimentExtractionClassification":63.72}
{"index":104,"Rank":18,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Salesforce\/SFR-Embedding-Mistral\">SFR-Embedding-Mistral<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":78.33,"AmazonCounterfactualClassification (en)":77.93,"AmazonPolarityClassification":95.97,"AmazonReviewsClassification (en)":54.35,"Banking77Classification":88.81,"EmotionClassification":50.24,"ImdbClassification":94.79,"MassiveIntentClassification (en)":79.99,"MassiveScenarioClassification (en)":82.2,"MTOPDomainClassification (en)":96.36,"MTOPIntentClassification (en)":86.3,"ToxicConversationsClassification":69.33,"TweetSentimentExtractionClassification":63.64}
{"index":19,"Rank":19,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Alibaba-NLP\/gte-large-en-v1.5\">gte-large-en-v1.5<\/a>","Model Size (Million Parameters)":434,"Memory Usage (GB, fp32)":1.62,"Average":77.75,"AmazonCounterfactualClassification (en)":73.01,"AmazonPolarityClassification":93.97,"AmazonReviewsClassification (en)":54.2,"Banking77Classification":87.33,"EmotionClassification":46.77,"ImdbClassification":92.1,"MassiveIntentClassification (en)":78.94,"MassiveScenarioClassification (en)":81.41,"MTOPDomainClassification (en)":96.6,"MTOPIntentClassification (en)":82.9,"ToxicConversationsClassification":82.61,"TweetSentimentExtractionClassification":63.16}
{"index":175,"Rank":20,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-large-instruct\">multilingual-e5-large-instruct<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":77.56,"AmazonCounterfactualClassification (en)":76.24,"AmazonPolarityClassification":96.29,"AmazonReviewsClassification (en)":56.72,"Banking77Classification":85.73,"EmotionClassification":51.51,"ImdbClassification":94.6,"MassiveIntentClassification (en)":77.06,"MassiveScenarioClassification (en)":80.47,"MTOPDomainClassification (en)":93.93,"MTOPIntentClassification (en)":82.46,"ToxicConversationsClassification":71.06,"TweetSentimentExtractionClassification":64.62}
{"index":59,"Rank":21,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/KeyurRamoliya\/multilingual-e5-large-instruct-GGUF\">multilingual-e5-large-instruct-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":77.56,"AmazonCounterfactualClassification (en)":76.24,"AmazonPolarityClassification":96.29,"AmazonReviewsClassification (en)":56.72,"Banking77Classification":85.73,"EmotionClassification":51.51,"ImdbClassification":94.6,"MassiveIntentClassification (en)":77.06,"MassiveScenarioClassification (en)":80.47,"MTOPDomainClassification (en)":93.93,"MTOPIntentClassification (en)":82.46,"ToxicConversationsClassification":71.06,"TweetSentimentExtractionClassification":64.62}
{"index":191,"Rank":22,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/jspringer\/echo-mistral-7b-instruct-lasttoken\">echo-mistral-7b-instruct-lasttoken<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":77.43,"AmazonCounterfactualClassification (en)":82.97,"AmazonPolarityClassification":90.98,"AmazonReviewsClassification (en)":48.71,"Banking77Classification":88.15,"EmotionClassification":52.18,"ImdbClassification":87.42,"MassiveIntentClassification (en)":79.67,"MassiveScenarioClassification (en)":82.82,"MTOPDomainClassification (en)":96.16,"MTOPIntentClassification (en)":85.75,"ToxicConversationsClassification":71.91,"TweetSentimentExtractionClassification":62.4}
{"index":231,"Rank":23,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/raghavlight\/TDTE\">TDTE<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":77.17,"AmazonCounterfactualClassification (en)":79.66,"AmazonPolarityClassification":94.48,"AmazonReviewsClassification (en)":48.16,"Banking77Classification":88.91,"EmotionClassification":52.01,"ImdbClassification":89.47,"MassiveIntentClassification (en)":80.12,"MassiveScenarioClassification (en)":82.7,"MTOPDomainClassification (en)":96.46,"MTOPIntentClassification (en)":85.38,"ToxicConversationsClassification":66.18,"TweetSentimentExtractionClassification":62.54}
{"index":18,"Rank":24,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Alibaba-NLP\/gte-base-en-v1.5\">gte-base-en-v1.5<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":77.17,"AmazonCounterfactualClassification (en)":74.79,"AmazonPolarityClassification":93.02,"AmazonReviewsClassification (en)":53.31,"Banking77Classification":86.73,"EmotionClassification":46.39,"ImdbClassification":87.48,"MassiveIntentClassification (en)":77.67,"MassiveScenarioClassification (en)":81.77,"MTOPDomainClassification (en)":96.5,"MTOPIntentClassification (en)":82.81,"ToxicConversationsClassification":83.98,"TweetSentimentExtractionClassification":61.57}
{"index":72,"Rank":25,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/McGill-NLP\/LLM2Vec-Mistral-7B-Instruct-v2-mntp-supervised\">LLM2Vec-Mistral-supervised<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":76.63,"AmazonCounterfactualClassification (en)":77.58,"AmazonPolarityClassification":91.12,"AmazonReviewsClassification (en)":49.97,"Banking77Classification":88.31,"EmotionClassification":52.04,"ImdbClassification":87.42,"MassiveIntentClassification (en)":79.29,"MassiveScenarioClassification (en)":81.64,"MTOPDomainClassification (en)":96.04,"MTOPIntentClassification (en)":84.77,"ToxicConversationsClassification":69.26,"TweetSentimentExtractionClassification":62.14}
{"index":36,"Rank":26,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Cohere\/Cohere-embed-english-v3.0\">Cohere-embed-english-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":76.49,"AmazonCounterfactualClassification (en)":81.3,"AmazonPolarityClassification":95.62,"AmazonReviewsClassification (en)":51.72,"Banking77Classification":85.53,"EmotionClassification":51.57,"ImdbClassification":93.57,"MassiveIntentClassification (en)":73.84,"MassiveScenarioClassification (en)":78.74,"MTOPDomainClassification (en)":94.88,"MTOPIntentClassification (en)":76.52,"ToxicConversationsClassification":72.61,"TweetSentimentExtractionClassification":62.02}
{"index":68,"Rank":27,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/McGill-NLP\/LLM2Vec-Llama-2-7b-chat-hf-mntp-supervised\">LLM2Vec-Llama-2-supervised<\/a>","Model Size (Million Parameters)":6607,"Memory Usage (GB, fp32)":24.61,"Average":76.33,"AmazonCounterfactualClassification (en)":82.22,"AmazonPolarityClassification":89.69,"AmazonReviewsClassification (en)":48.47,"Banking77Classification":88.17,"EmotionClassification":51.71,"ImdbClassification":85.78,"MassiveIntentClassification (en)":78.06,"MassiveScenarioClassification (en)":81.35,"MTOPDomainClassification (en)":95.57,"MTOPIntentClassification (en)":82.81,"ToxicConversationsClassification":71.01,"TweetSentimentExtractionClassification":61.11}
{"index":130,"Rank":28,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/avsolatorio\/GIST-small-Embedding-v0\">GIST-small-Embedding-v0<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":76.11,"AmazonCounterfactualClassification (en)":75.27,"AmazonPolarityClassification":93.23,"AmazonReviewsClassification (en)":49.72,"Banking77Classification":86.65,"EmotionClassification":55.89,"ImdbClassification":89.49,"MassiveIntentClassification (en)":75.53,"MassiveScenarioClassification (en)":79.23,"MTOPDomainClassification (en)":95.48,"MTOPIntentClassification (en)":79.09,"ToxicConversationsClassification":72.8,"TweetSentimentExtractionClassification":61.0}
{"index":127,"Rank":29,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/avsolatorio\/GIST-Embedding-v0\">GIST-Embedding-v0<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":76.03,"AmazonCounterfactualClassification (en)":75.96,"AmazonPolarityClassification":93.51,"AmazonReviewsClassification (en)":50.45,"Banking77Classification":87.3,"EmotionClassification":54.68,"ImdbClassification":89.66,"MassiveIntentClassification (en)":76.01,"MassiveScenarioClassification (en)":79.64,"MTOPDomainClassification (en)":95.3,"MTOPIntentClassification (en)":78.1,"ToxicConversationsClassification":72.42,"TweetSentimentExtractionClassification":59.32}
{"index":129,"Rank":30,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/avsolatorio\/GIST-large-Embedding-v0\">GIST-large-Embedding-v0<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":76.01,"AmazonCounterfactualClassification (en)":75.58,"AmazonPolarityClassification":93.41,"AmazonReviewsClassification (en)":49.06,"Banking77Classification":88.1,"EmotionClassification":54.72,"ImdbClassification":91.23,"MassiveIntentClassification (en)":76.2,"MassiveScenarioClassification (en)":79.35,"MTOPDomainClassification (en)":95.25,"MTOPIntentClassification (en)":78.24,"ToxicConversationsClassification":71.86,"TweetSentimentExtractionClassification":59.17}
{"index":38,"Rank":31,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Cohere\/Cohere-embed-multilingual-v3.0\">Cohere-embed-multilingual-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":76.01,"AmazonCounterfactualClassification (en)":77.85,"AmazonPolarityClassification":95.6,"AmazonReviewsClassification (en)":49.79,"Banking77Classification":86.09,"EmotionClassification":48.15,"ImdbClassification":93.97,"MassiveIntentClassification (en)":74.51,"MassiveScenarioClassification (en)":79.0,"MTOPDomainClassification (en)":94.92,"MTOPIntentClassification (en)":78.89,"ToxicConversationsClassification":71.2,"TweetSentimentExtractionClassification":62.18}
{"index":199,"Rank":32,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/llmrails\/ember-v1\">ember-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":75.99,"AmazonCounterfactualClassification (en)":76.06,"AmazonPolarityClassification":91.98,"AmazonReviewsClassification (en)":47.94,"Banking77Classification":87.9,"EmotionClassification":52.03,"ImdbClassification":92.79,"MassiveIntentClassification (en)":77.41,"MassiveScenarioClassification (en)":80.45,"MTOPDomainClassification (en)":94.59,"MTOPIntentClassification (en)":79.26,"ToxicConversationsClassification":71.42,"TweetSentimentExtractionClassification":60.0}
{"index":23,"Rank":33,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/BAAI\/bge-large-en-v1.5\">bge-large-en-v1.5<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":75.97,"AmazonCounterfactualClassification (en)":75.85,"AmazonPolarityClassification":92.42,"AmazonReviewsClassification (en)":48.18,"Banking77Classification":87.79,"EmotionClassification":51.52,"ImdbClassification":92.85,"MassiveIntentClassification (en)":77.56,"MassiveScenarioClassification (en)":80.53,"MTOPDomainClassification (en)":94.59,"MTOPIntentClassification (en)":79.49,"ToxicConversationsClassification":70.91,"TweetSentimentExtractionClassification":59.94}
{"index":131,"Rank":34,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/avsolatorio\/NoInstruct-small-Embedding-v0\">NoInstruct-small-Embedding-v0<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":75.97,"AmazonCounterfactualClassification (en)":75.76,"AmazonPolarityClassification":93.3,"AmazonReviewsClassification (en)":49.99,"Banking77Classification":86.4,"EmotionClassification":55.07,"ImdbClassification":90.15,"MassiveIntentClassification (en)":76.01,"MassiveScenarioClassification (en)":79.33,"MTOPDomainClassification (en)":95.29,"MTOPIntentClassification (en)":79.57,"ToxicConversationsClassification":69.44,"TweetSentimentExtractionClassification":61.27}
{"index":70,"Rank":35,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/McGill-NLP\/LLM2Vec-Meta-Llama-3-8B-Instruct-mntp-supervised\">LLM2Vec-Meta-Llama-3-supervised<\/a>","Model Size (Million Parameters)":7505,"Memory Usage (GB, fp32)":27.96,"Average":75.92,"AmazonCounterfactualClassification (en)":79.94,"AmazonPolarityClassification":86.07,"AmazonReviewsClassification (en)":46.84,"Banking77Classification":88.05,"EmotionClassification":51.2,"ImdbClassification":82.94,"MassiveIntentClassification (en)":79.8,"MassiveScenarioClassification (en)":81.52,"MTOPDomainClassification (en)":96.14,"MTOPIntentClassification (en)":86.11,"ToxicConversationsClassification":70.59,"TweetSentimentExtractionClassification":61.9}
{"index":207,"Rank":36,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/mixedbread-ai\/mxbai-embed-large-v1\">mxbai-embed-large-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":75.64,"AmazonCounterfactualClassification (en)":75.04,"AmazonPolarityClassification":93.84,"AmazonReviewsClassification (en)":49.18,"Banking77Classification":87.82,"EmotionClassification":50.88,"ImdbClassification":92.83,"MassiveIntentClassification (en)":76.24,"MassiveScenarioClassification (en)":79.95,"MTOPDomainClassification (en)":93.95,"MTOPIntentClassification (en)":76.79,"ToxicConversationsClassification":71.48,"TweetSentimentExtractionClassification":59.71}
{"index":117,"Rank":37,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/WhereIsAI\/UAE-Large-V1\">UAE-Large-V1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":75.58,"AmazonCounterfactualClassification (en)":75.55,"AmazonPolarityClassification":92.84,"AmazonReviewsClassification (en)":48.29,"Banking77Classification":87.69,"EmotionClassification":51.75,"ImdbClassification":92.78,"MassiveIntentClassification (en)":76.5,"MassiveScenarioClassification (en)":79.75,"MTOPDomainClassification (en)":94.02,"MTOPIntentClassification (en)":76.92,"ToxicConversationsClassification":71.09,"TweetSentimentExtractionClassification":59.75}
{"index":192,"Rank":38,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/liddlefish\/privacy_embedding_rag_10k_base_12_final\">privacy_embedding_rag_10k_base_12_final<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":75.53,"AmazonCounterfactualClassification (en)":76.15,"AmazonPolarityClassification":93.39,"AmazonReviewsClassification (en)":48.85,"Banking77Classification":86.95,"EmotionClassification":51.9,"ImdbClassification":90.81,"MassiveIntentClassification (en)":76.15,"MassiveScenarioClassification (en)":80.16,"MTOPDomainClassification (en)":94.17,"MTOPIntentClassification (en)":76.91,"ToxicConversationsClassification":71.58,"TweetSentimentExtractionClassification":59.38}
{"index":21,"Rank":39,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/BAAI\/bge-base-en-v1.5\">bge-base-en-v1.5<\/a>","Model Size (Million Parameters)":438,"Memory Usage (GB, fp32)":1.63,"Average":75.53,"AmazonCounterfactualClassification (en)":76.15,"AmazonPolarityClassification":93.39,"AmazonReviewsClassification (en)":48.85,"Banking77Classification":86.95,"EmotionClassification":51.9,"ImdbClassification":90.81,"MassiveIntentClassification (en)":76.15,"MassiveScenarioClassification (en)":80.16,"MTOPDomainClassification (en)":94.17,"MTOPIntentClassification (en)":76.91,"ToxicConversationsClassification":71.58,"TweetSentimentExtractionClassification":59.38}
{"index":195,"Rank":40,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/liddlefish\/privacy_embedding_rag_10k_base_final\">privacy_embedding_rag_10k_base_final<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":75.53,"AmazonCounterfactualClassification (en)":76.15,"AmazonPolarityClassification":93.39,"AmazonReviewsClassification (en)":48.85,"Banking77Classification":86.95,"EmotionClassification":51.9,"ImdbClassification":90.81,"MassiveIntentClassification (en)":76.15,"MassiveScenarioClassification (en)":80.16,"MTOPDomainClassification (en)":94.17,"MTOPIntentClassification (en)":76.91,"ToxicConversationsClassification":71.58,"TweetSentimentExtractionClassification":59.38}
{"index":193,"Rank":41,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/liddlefish\/privacy_embedding_rag_10k_base_15_final\">privacy_embedding_rag_10k_base_15_final<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":75.53,"AmazonCounterfactualClassification (en)":76.15,"AmazonPolarityClassification":93.39,"AmazonReviewsClassification (en)":48.85,"Banking77Classification":86.95,"EmotionClassification":51.9,"ImdbClassification":90.81,"MassiveIntentClassification (en)":76.15,"MassiveScenarioClassification (en)":80.16,"MTOPDomainClassification (en)":94.17,"MTOPIntentClassification (en)":76.91,"ToxicConversationsClassification":71.58,"TweetSentimentExtractionClassification":59.38}
{"index":194,"Rank":42,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/liddlefish\/privacy_embedding_rag_10k_base_checkpoint_2\">privacy_embedding_rag_10k_base_checkpoint_2<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":75.53,"AmazonCounterfactualClassification (en)":76.15,"AmazonPolarityClassification":93.39,"AmazonReviewsClassification (en)":48.85,"Banking77Classification":86.95,"EmotionClassification":51.9,"ImdbClassification":90.81,"MassiveIntentClassification (en)":76.15,"MassiveScenarioClassification (en)":80.16,"MTOPDomainClassification (en)":94.17,"MTOPIntentClassification (en)":76.91,"ToxicConversationsClassification":71.58,"TweetSentimentExtractionClassification":59.38}
{"index":132,"Rank":43,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/aws-neuron\/bge-base-en-v1-5-seqlen-384-bs-1\">bge-base-en-v1-5-seqlen-384-bs-1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":75.53,"AmazonCounterfactualClassification (en)":76.15,"AmazonPolarityClassification":93.39,"AmazonReviewsClassification (en)":48.85,"Banking77Classification":86.95,"EmotionClassification":51.9,"ImdbClassification":90.81,"MassiveIntentClassification (en)":76.15,"MassiveScenarioClassification (en)":80.16,"MTOPDomainClassification (en)":94.17,"MTOPIntentClassification (en)":76.91,"ToxicConversationsClassification":71.58,"TweetSentimentExtractionClassification":59.38}
{"index":306,"Rank":44,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/openai.com\/blog\/new-embedding-models-and-api-updates\">text-embedding-3-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":75.45,"AmazonCounterfactualClassification (en)":78.93,"AmazonPolarityClassification":92.85,"AmazonReviewsClassification (en)":48.7,"Banking77Classification":85.69,"EmotionClassification":51.58,"ImdbClassification":87.67,"MassiveIntentClassification (en)":74.64,"MassiveScenarioClassification (en)":79.79,"MTOPDomainClassification (en)":95.36,"MTOPIntentClassification (en)":75.07,"ToxicConversationsClassification":72.92,"TweetSentimentExtractionClassification":62.22}
{"index":165,"Rank":45,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/infgrad\/stella-base-en-v2\">stella-base-en-v2<\/a>","Model Size (Million Parameters)":55,"Memory Usage (GB, fp32)":0.2,"Average":75.28,"AmazonCounterfactualClassification (en)":77.19,"AmazonPolarityClassification":93.26,"AmazonReviewsClassification (en)":49.61,"Banking77Classification":84.73,"EmotionClassification":54.47,"ImdbClassification":91.31,"MassiveIntentClassification (en)":73.88,"MassiveScenarioClassification (en)":78.28,"MTOPDomainClassification (en)":93.5,"MTOPIntentClassification (en)":71.06,"ToxicConversationsClassification":72.99,"TweetSentimentExtractionClassification":63.07}
{"index":57,"Rank":46,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/KeyurRamoliya\/e5-large-v2-GGUF\">e5-large-v2-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":75.24,"AmazonCounterfactualClassification (en)":79.22,"AmazonPolarityClassification":93.75,"AmazonReviewsClassification (en)":48.61,"Banking77Classification":84.55,"EmotionClassification":49.45,"ImdbClassification":91.69,"MassiveIntentClassification (en)":73.84,"MassiveScenarioClassification (en)":78.11,"MTOPDomainClassification (en)":94.62,"MTOPIntentClassification (en)":77.14,"ToxicConversationsClassification":70.9,"TweetSentimentExtractionClassification":60.94}
{"index":169,"Rank":47,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-large-v2\">e5-large-v2<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":75.24,"AmazonCounterfactualClassification (en)":79.22,"AmazonPolarityClassification":93.75,"AmazonReviewsClassification (en)":48.61,"Banking77Classification":84.55,"EmotionClassification":49.45,"ImdbClassification":91.69,"MassiveIntentClassification (en)":73.84,"MassiveScenarioClassification (en)":78.11,"MTOPDomainClassification (en)":94.62,"MTOPIntentClassification (en)":77.14,"ToxicConversationsClassification":70.9,"TweetSentimentExtractionClassification":60.94}
{"index":277,"Rank":48,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/w601sxs\/b1ade-embed\">b1ade-embed<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":75.16,"AmazonCounterfactualClassification (en)":75.18,"AmazonPolarityClassification":93.07,"AmazonReviewsClassification (en)":48.42,"Banking77Classification":88.03,"EmotionClassification":51.93,"ImdbClassification":91.91,"MassiveIntentClassification (en)":75.91,"MassiveScenarioClassification (en)":79.43,"MTOPDomainClassification (en)":94.33,"MTOPIntentClassification (en)":76.61,"ToxicConversationsClassification":67.91,"TweetSentimentExtractionClassification":59.22}
{"index":210,"Rank":49,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/neuralmagic\/bge-base-en-v1.5-quant\">bge-base-en-v1.5-quant<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":74.98,"AmazonCounterfactualClassification (en)":76.16,"AmazonPolarityClassification":92.95,"AmazonReviewsClassification (en)":48.21,"Banking77Classification":86.35,"EmotionClassification":51.27,"ImdbClassification":89.72,"MassiveIntentClassification (en)":75.16,"MassiveScenarioClassification (en)":78.93,"MTOPDomainClassification (en)":93.95,"MTOPIntentClassification (en)":75.26,"ToxicConversationsClassification":72.12,"TweetSentimentExtractionClassification":59.67}
{"index":58,"Rank":50,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/KeyurRamoliya\/multilingual-e5-large-GGUF\">multilingual-e5-large-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":74.81,"AmazonCounterfactualClassification (en)":79.06,"AmazonPolarityClassification":93.49,"AmazonReviewsClassification (en)":47.56,"Banking77Classification":84.73,"EmotionClassification":46.5,"ImdbClassification":90.23,"MassiveIntentClassification (en)":73.76,"MassiveScenarioClassification (en)":77.51,"MTOPDomainClassification (en)":93.67,"MTOPIntentClassification (en)":77.9,"ToxicConversationsClassification":71.32,"TweetSentimentExtractionClassification":61.98}
{"index":139,"Rank":51,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/chris-code\/multilingual-e5-large-Q8_0-GGUF\">multilingual-e5-large-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":74.81,"AmazonCounterfactualClassification (en)":79.06,"AmazonPolarityClassification":93.49,"AmazonReviewsClassification (en)":47.56,"Banking77Classification":84.73,"EmotionClassification":46.5,"ImdbClassification":90.23,"MassiveIntentClassification (en)":73.76,"MassiveScenarioClassification (en)":77.51,"MTOPDomainClassification (en)":93.67,"MTOPIntentClassification (en)":77.9,"ToxicConversationsClassification":71.32,"TweetSentimentExtractionClassification":61.98}
{"index":262,"Rank":52,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/soichisumi\/multilingual-e5-large-Q8_0-GGUF\">multilingual-e5-large-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":74.81,"AmazonCounterfactualClassification (en)":79.06,"AmazonPolarityClassification":93.49,"AmazonReviewsClassification (en)":47.56,"Banking77Classification":84.73,"EmotionClassification":46.5,"ImdbClassification":90.23,"MassiveIntentClassification (en)":73.76,"MassiveScenarioClassification (en)":77.51,"MTOPDomainClassification (en)":93.67,"MTOPIntentClassification (en)":77.9,"ToxicConversationsClassification":71.32,"TweetSentimentExtractionClassification":61.98}
{"index":8,"Rank":53,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/docs.voyageai.com\/embeddings\/\">voyage-lite-01-instruct<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":74.79,"AmazonCounterfactualClassification (en)":71.43,"AmazonPolarityClassification":96.41,"AmazonReviewsClassification (en)":57.06,"Banking77Classification":81.64,"EmotionClassification":48.29,"ImdbClassification":95.49,"MassiveIntentClassification (en)":71.29,"MassiveScenarioClassification (en)":76.74,"MTOPDomainClassification (en)":96.3,"MTOPIntentClassification (en)":67.93,"ToxicConversationsClassification":75.45,"TweetSentimentExtractionClassification":59.44}
{"index":60,"Rank":54,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Labib11\/MUG-B-1.6\">MUG-B-1.6<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":74.5,"AmazonCounterfactualClassification (en)":72.39,"AmazonPolarityClassification":93.71,"AmazonReviewsClassification (en)":50.85,"Banking77Classification":85.41,"EmotionClassification":55.93,"ImdbClassification":93.57,"MassiveIntentClassification (en)":73.88,"MassiveScenarioClassification (en)":77.42,"MTOPDomainClassification (en)":94.25,"MTOPIntentClassification (en)":67.51,"ToxicConversationsClassification":67.3,"TweetSentimentExtractionClassification":61.76}
{"index":35,"Rank":55,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Cohere\/Cohere-embed-english-light-v3.0\">Cohere-embed-english-light-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":74.31,"AmazonCounterfactualClassification (en)":78.63,"AmazonPolarityClassification":94.8,"AmazonReviewsClassification (en)":51.02,"Banking77Classification":79.7,"EmotionClassification":52.74,"ImdbClassification":92.17,"MassiveIntentClassification (en)":70.01,"MassiveScenarioClassification (en)":76.34,"MTOPDomainClassification (en)":93.63,"MTOPIntentClassification (en)":64.93,"ToxicConversationsClassification":73.04,"TweetSentimentExtractionClassification":64.72}
{"index":26,"Rank":56,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/BAAI\/bge-small-en-v1.5\">bge-small-en-v1.5<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":74.14,"AmazonCounterfactualClassification (en)":73.79,"AmazonPolarityClassification":92.75,"AmazonReviewsClassification (en)":46.99,"Banking77Classification":85.74,"EmotionClassification":47.84,"ImdbClassification":90.61,"MassiveIntentClassification (en)":74.81,"MassiveScenarioClassification (en)":78.7,"MTOPDomainClassification (en)":93.36,"MTOPIntentClassification (en)":74.75,"ToxicConversationsClassification":69.89,"TweetSentimentExtractionClassification":60.51}
{"index":206,"Rank":57,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/mixedbread-ai\/mxbai-embed-2d-large-v1\">mxbai-embed-2d-large-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":74.14,"AmazonCounterfactualClassification (en)":74.76,"AmazonPolarityClassification":93.26,"AmazonReviewsClassification (en)":46.16,"Banking77Classification":86.65,"EmotionClassification":49.32,"ImdbClassification":90.4,"MassiveIntentClassification (en)":73.87,"MassiveScenarioClassification (en)":78.17,"MTOPDomainClassification (en)":93.1,"MTOPIntentClassification (en)":73.24,"ToxicConversationsClassification":71.53,"TweetSentimentExtractionClassification":59.25}
{"index":30,"Rank":58,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/CAiRE\/UniVaR-lambda-5\">UniVaR-lambda-5<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":74.12,"AmazonCounterfactualClassification (en)":76.85,"AmazonPolarityClassification":91.52,"AmazonReviewsClassification (en)":47.36,"Banking77Classification":84.54,"EmotionClassification":48.35,"ImdbClassification":85.56,"MassiveIntentClassification (en)":73.72,"MassiveScenarioClassification (en)":77.8,"MTOPDomainClassification (en)":93.41,"MTOPIntentClassification (en)":77.25,"ToxicConversationsClassification":71.5,"TweetSentimentExtractionClassification":61.54}
{"index":216,"Rank":59,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/nomic-ai\/nomic-embed-text-v1\">nomic-embed-text-v1<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":74.12,"AmazonCounterfactualClassification (en)":76.85,"AmazonPolarityClassification":91.52,"AmazonReviewsClassification (en)":47.36,"Banking77Classification":84.54,"EmotionClassification":48.35,"ImdbClassification":85.56,"MassiveIntentClassification (en)":73.72,"MassiveScenarioClassification (en)":77.8,"MTOPDomainClassification (en)":93.41,"MTOPIntentClassification (en)":77.25,"ToxicConversationsClassification":71.5,"TweetSentimentExtractionClassification":61.54}
{"index":31,"Rank":60,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/CAiRE\/UniVaR-lambda-80\">UniVaR-lambda-80<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":74.12,"AmazonCounterfactualClassification (en)":76.85,"AmazonPolarityClassification":91.52,"AmazonReviewsClassification (en)":47.36,"Banking77Classification":84.54,"EmotionClassification":48.35,"ImdbClassification":85.56,"MassiveIntentClassification (en)":73.72,"MassiveScenarioClassification (en)":77.8,"MTOPDomainClassification (en)":93.41,"MTOPIntentClassification (en)":77.25,"ToxicConversationsClassification":71.5,"TweetSentimentExtractionClassification":61.54}
{"index":29,"Rank":61,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/CAiRE\/UniVaR-lambda-20\">UniVaR-lambda-20<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":74.12,"AmazonCounterfactualClassification (en)":76.85,"AmazonPolarityClassification":91.52,"AmazonReviewsClassification (en)":47.36,"Banking77Classification":84.54,"EmotionClassification":48.35,"ImdbClassification":85.56,"MassiveIntentClassification (en)":73.72,"MassiveScenarioClassification (en)":77.8,"MTOPDomainClassification (en)":93.41,"MTOPIntentClassification (en)":77.25,"ToxicConversationsClassification":71.5,"TweetSentimentExtractionClassification":61.54}
{"index":28,"Rank":62,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/CAiRE\/UniVaR-lambda-1\">UniVaR-lambda-1<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":74.12,"AmazonCounterfactualClassification (en)":76.85,"AmazonPolarityClassification":91.52,"AmazonReviewsClassification (en)":47.36,"Banking77Classification":84.54,"EmotionClassification":48.35,"ImdbClassification":85.56,"MassiveIntentClassification (en)":73.72,"MassiveScenarioClassification (en)":77.8,"MTOPDomainClassification (en)":93.41,"MTOPIntentClassification (en)":77.25,"ToxicConversationsClassification":71.5,"TweetSentimentExtractionClassification":61.54}
{"index":73,"Rank":63,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/McGill-NLP\/LLM2Vec-Mistral-7B-Instruct-v2-mntp-unsup-simcse\">LLM2Vec-Mistral-unsupervised<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Average":74.07,"AmazonCounterfactualClassification (en)":76.94,"AmazonPolarityClassification":85.29,"AmazonReviewsClassification (en)":47.09,"Banking77Classification":86.16,"EmotionClassification":48.88,"ImdbClassification":77.95,"MassiveIntentClassification (en)":76.65,"MassiveScenarioClassification (en)":79.99,"MTOPDomainClassification (en)":95.48,"MTOPIntentClassification (en)":82.84,"ToxicConversationsClassification":70.71,"TweetSentimentExtractionClassification":60.9}
{"index":183,"Rank":64,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/jamesgpt1\/sf_model_e5\">sf_model_e5<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":73.96,"AmazonCounterfactualClassification (en)":70.85,"AmazonPolarityClassification":91.81,"AmazonReviewsClassification (en)":48.94,"Banking77Classification":84.61,"EmotionClassification":54.9,"ImdbClassification":93.14,"MassiveIntentClassification (en)":73.49,"MassiveScenarioClassification (en)":77.38,"MTOPDomainClassification (en)":93.64,"MTOPIntentClassification (en)":66.01,"ToxicConversationsClassification":71.19,"TweetSentimentExtractionClassification":61.55}
{"index":163,"Rank":65,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/hkunlp\/instructor-large\">instructor-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":73.86,"AmazonCounterfactualClassification (en)":88.13,"AmazonPolarityClassification":91.53,"AmazonReviewsClassification (en)":47.86,"Banking77Classification":78.51,"EmotionClassification":52.73,"ImdbClassification":88.32,"MassiveIntentClassification (en)":68.9,"MassiveScenarioClassification (en)":73.35,"MTOPDomainClassification (en)":93.89,"MTOPIntentClassification (en)":67.98,"ToxicConversationsClassification":71.05,"TweetSentimentExtractionClassification":64.13}
{"index":167,"Rank":66,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-base-v2\">e5-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":73.84,"AmazonCounterfactualClassification (en)":77.78,"AmazonPolarityClassification":92.81,"AmazonReviewsClassification (en)":46.71,"Banking77Classification":83.53,"EmotionClassification":46.95,"ImdbClassification":86.15,"MassiveIntentClassification (en)":73.04,"MassiveScenarioClassification (en)":77.65,"MTOPDomainClassification (en)":93.69,"MTOPIntentClassification (en)":75.31,"ToxicConversationsClassification":72.11,"TweetSentimentExtractionClassification":60.39}
{"index":155,"Rank":67,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/dwzhu\/e5-base-4k\">e5-base-4k<\/a>","Model Size (Million Parameters)":112,"Memory Usage (GB, fp32)":0.42,"Average":73.84,"AmazonCounterfactualClassification (en)":77.78,"AmazonPolarityClassification":92.81,"AmazonReviewsClassification (en)":46.71,"Banking77Classification":83.53,"EmotionClassification":46.95,"ImdbClassification":86.15,"MassiveIntentClassification (en)":73.04,"MassiveScenarioClassification (en)":77.65,"MTOPDomainClassification (en)":93.69,"MTOPIntentClassification (en)":75.31,"ToxicConversationsClassification":72.11,"TweetSentimentExtractionClassification":60.39}
{"index":217,"Rank":68,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/nomic-ai\/nomic-embed-text-v1-ablated\">nomic-embed-text-v1-ablated<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":73.65,"AmazonCounterfactualClassification (en)":78.67,"AmazonPolarityClassification":90.41,"AmazonReviewsClassification (en)":47.81,"Banking77Classification":83.82,"EmotionClassification":48.81,"ImdbClassification":83.78,"MassiveIntentClassification (en)":72.76,"MassiveScenarioClassification (en)":76.7,"MTOPDomainClassification (en)":93.47,"MTOPIntentClassification (en)":75.27,"ToxicConversationsClassification":71.39,"TweetSentimentExtractionClassification":60.87}
{"index":223,"Rank":69,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/nomic-ai\/nomic-embed-text-v1.5\">nomic-embed-text-v1.5<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":73.55,"AmazonCounterfactualClassification (en)":75.21,"AmazonPolarityClassification":91.81,"AmazonReviewsClassification (en)":47.16,"Banking77Classification":84.25,"EmotionClassification":47.99,"ImdbClassification":85.31,"MassiveIntentClassification (en)":73.46,"MassiveScenarioClassification (en)":77.08,"MTOPDomainClassification (en)":93.01,"MTOPIntentClassification (en)":75.03,"ToxicConversationsClassification":71.42,"TweetSentimentExtractionClassification":60.92}
{"index":120,"Rank":70,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/YorkieOH10\/nomic-embed-text-v1.5-Q8_0-GGUF\">nomic-embed-text-v1.5-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":73.55,"AmazonCounterfactualClassification (en)":75.21,"AmazonPolarityClassification":91.81,"AmazonReviewsClassification (en)":47.16,"Banking77Classification":84.25,"EmotionClassification":47.99,"ImdbClassification":85.31,"MassiveIntentClassification (en)":73.46,"MassiveScenarioClassification (en)":77.08,"MTOPDomainClassification (en)":93.01,"MTOPIntentClassification (en)":75.03,"ToxicConversationsClassification":71.42,"TweetSentimentExtractionClassification":60.92}
{"index":136,"Rank":71,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/blogcncom\/nomic-embed-text-v1.5-Q8_0-GGUF\">nomic-embed-text-v1.5-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":73.55,"AmazonCounterfactualClassification (en)":75.21,"AmazonPolarityClassification":91.81,"AmazonReviewsClassification (en)":47.16,"Banking77Classification":84.25,"EmotionClassification":47.99,"ImdbClassification":85.31,"MassiveIntentClassification (en)":73.46,"MassiveScenarioClassification (en)":77.08,"MTOPDomainClassification (en)":93.01,"MTOPIntentClassification (en)":75.03,"ToxicConversationsClassification":71.42,"TweetSentimentExtractionClassification":60.92}
{"index":101,"Rank":72,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/RinaChen\/nomic-embed-text-v1.5-Q4_K_M-GGUF\">nomic-embed-text-v1.5-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":73.55,"AmazonCounterfactualClassification (en)":75.21,"AmazonPolarityClassification":91.81,"AmazonReviewsClassification (en)":47.16,"Banking77Classification":84.25,"EmotionClassification":47.99,"ImdbClassification":85.31,"MassiveIntentClassification (en)":73.46,"MassiveScenarioClassification (en)":77.08,"MTOPDomainClassification (en)":93.01,"MTOPIntentClassification (en)":75.03,"ToxicConversationsClassification":71.42,"TweetSentimentExtractionClassification":60.92}
{"index":214,"Rank":73,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/neuralmagic\/bge-small-en-v1.5-quant\">bge-small-en-v1.5-quant<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":73.52,"AmazonCounterfactualClassification (en)":74.19,"AmazonPolarityClassification":91.89,"AmazonReviewsClassification (en)":46.72,"Banking77Classification":85.1,"EmotionClassification":46.84,"ImdbClassification":89.35,"MassiveIntentClassification (en)":74.01,"MassiveScenarioClassification (en)":77.96,"MTOPDomainClassification (en)":92.67,"MTOPIntentClassification (en)":74.03,"ToxicConversationsClassification":69.5,"TweetSentimentExtractionClassification":60.02}
{"index":188,"Rank":74,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/jinaai\/jina-embeddings-v2-base-en\">jina-embeddings-v2-base-en<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":73.45,"AmazonCounterfactualClassification (en)":74.73,"AmazonPolarityClassification":88.54,"AmazonReviewsClassification (en)":45.26,"Banking77Classification":84.01,"EmotionClassification":48.77,"ImdbClassification":79.44,"MassiveIntentClassification (en)":71.93,"MassiveScenarioClassification (en)":74.49,"MTOPDomainClassification (en)":95.68,"MTOPIntentClassification (en)":83.15,"ToxicConversationsClassification":73.35,"TweetSentimentExtractionClassification":62.06}
{"index":280,"Rank":75,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/walsons\/jina-embeddings-v2-base-en-Q4_K_M-GGUF\">jina-embeddings-v2-base-en-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":73.45,"AmazonCounterfactualClassification (en)":74.73,"AmazonPolarityClassification":88.54,"AmazonReviewsClassification (en)":45.26,"Banking77Classification":84.01,"EmotionClassification":48.77,"ImdbClassification":79.44,"MassiveIntentClassification (en)":71.93,"MassiveScenarioClassification (en)":74.49,"MTOPDomainClassification (en)":95.68,"MTOPIntentClassification (en)":83.15,"ToxicConversationsClassification":73.35,"TweetSentimentExtractionClassification":62.06}
{"index":258,"Rank":76,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/sentence-t5-xxl\">sentence-t5-xxl<\/a>","Model Size (Million Parameters)":4865,"Memory Usage (GB, fp32)":18.12,"Average":73.42,"AmazonCounterfactualClassification (en)":77.07,"AmazonPolarityClassification":92.79,"AmazonReviewsClassification (en)":48.93,"Banking77Classification":82.31,"EmotionClassification":48.57,"ImdbClassification":90.23,"MassiveIntentClassification (en)":73.44,"MassiveScenarioClassification (en)":74.82,"MTOPDomainClassification (en)":92.49,"MTOPIntentClassification (en)":68.33,"ToxicConversationsClassification":70.04,"TweetSentimentExtractionClassification":62.01}
{"index":267,"Rank":77,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/thenlper\/gte-large\">gte-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":73.33,"AmazonCounterfactualClassification (en)":72.63,"AmazonPolarityClassification":92.52,"AmazonReviewsClassification (en)":49.07,"Banking77Classification":86.06,"EmotionClassification":47.88,"ImdbClassification":88.46,"MassiveIntentClassification (en)":72.62,"MassiveScenarioClassification (en)":76.77,"MTOPDomainClassification (en)":93.51,"MTOPIntentClassification (en)":73.25,"ToxicConversationsClassification":70.56,"TweetSentimentExtractionClassification":56.58}
{"index":221,"Rank":78,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/nomic-ai\/nomic-embed-text-v1.5\">nomic-embed-text-v1.5-512<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":73.24,"AmazonCounterfactualClassification (en)":74.27,"AmazonPolarityClassification":91.89,"AmazonReviewsClassification (en)":46.97,"Banking77Classification":84.15,"EmotionClassification":47.73,"ImdbClassification":85.47,"MassiveIntentClassification (en)":73.07,"MassiveScenarioClassification (en)":76.82,"MTOPDomainClassification (en)":92.62,"MTOPIntentClassification (en)":74.27,"ToxicConversationsClassification":71.25,"TweetSentimentExtractionClassification":60.4}
{"index":307,"Rank":79,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/openai.com\/blog\/new-embedding-models-and-api-updates\">text-embedding-3-small<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":73.21,"AmazonCounterfactualClassification (en)":76.42,"AmazonPolarityClassification":90.84,"AmazonReviewsClassification (en)":45.73,"Banking77Classification":83.01,"EmotionClassification":50.63,"ImdbClassification":83.66,"MassiveIntentClassification (en)":72.86,"MassiveScenarioClassification (en)":76.84,"MTOPDomainClassification (en)":93.91,"MTOPIntentClassification (en)":70.98,"ToxicConversationsClassification":71.91,"TweetSentimentExtractionClassification":61.72}
{"index":168,"Rank":80,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-large\">e5-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":73.14,"AmazonCounterfactualClassification (en)":77.69,"AmazonPolarityClassification":90.05,"AmazonReviewsClassification (en)":43.02,"Banking77Classification":84.14,"EmotionClassification":48.05,"ImdbClassification":82.11,"MassiveIntentClassification (en)":73.22,"MassiveScenarioClassification (en)":77.39,"MTOPDomainClassification (en)":93.86,"MTOPIntentClassification (en)":76.4,"ToxicConversationsClassification":70.56,"TweetSentimentExtractionClassification":61.21}
{"index":135,"Rank":81,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/biswa921\/bge-m3\">bge-m3<\/a>","Model Size (Million Parameters)":567,"Memory Usage (GB, fp32)":2.11,"Average":73.13,"AmazonCounterfactualClassification (en)":75.63,"AmazonPolarityClassification":91.01,"AmazonReviewsClassification (en)":46.99,"Banking77Classification":81.93,"EmotionClassification":50.16,"ImdbClassification":87.84,"MassiveIntentClassification (en)":71.08,"MassiveScenarioClassification (en)":76.64,"MTOPDomainClassification (en)":93.36,"MTOPIntentClassification (en)":66.58,"ToxicConversationsClassification":72.6,"TweetSentimentExtractionClassification":63.71}
{"index":164,"Rank":82,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/hkunlp\/instructor-xl\">instructor-xl<\/a>","Model Size (Million Parameters)":1241,"Memory Usage (GB, fp32)":4.62,"Average":73.12,"AmazonCounterfactualClassification (en)":85.09,"AmazonPolarityClassification":86.54,"AmazonReviewsClassification (en)":42.96,"Banking77Classification":82.66,"EmotionClassification":53.24,"ImdbClassification":79.79,"MassiveIntentClassification (en)":71.48,"MassiveScenarioClassification (en)":76.47,"MTOPDomainClassification (en)":95.07,"MTOPIntentClassification (en)":72.26,"ToxicConversationsClassification":70.33,"TweetSentimentExtractionClassification":61.58}
{"index":266,"Rank":83,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/thenlper\/gte-base\">gte-base<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":73.01,"AmazonCounterfactualClassification (en)":74.18,"AmazonPolarityClassification":91.77,"AmazonReviewsClassification (en)":48.96,"Banking77Classification":85.07,"EmotionClassification":48.65,"ImdbClassification":85.95,"MassiveIntentClassification (en)":71.47,"MassiveScenarioClassification (en)":76.38,"MTOPDomainClassification (en)":93.03,"MTOPIntentClassification (en)":72.04,"ToxicConversationsClassification":71.61,"TweetSentimentExtractionClassification":57.01}
{"index":62,"Rank":84,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Lajavaness\/bilingual-embedding-large\">bilingual-embedding-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":72.95,"AmazonCounterfactualClassification (en)":78.19,"AmazonPolarityClassification":90.7,"AmazonReviewsClassification (en)":47.94,"Banking77Classification":80.99,"EmotionClassification":50.21,"ImdbClassification":88.77,"MassiveIntentClassification (en)":72.02,"MassiveScenarioClassification (en)":76.6,"MTOPDomainClassification (en)":92.43,"MTOPIntentClassification (en)":69.24,"ToxicConversationsClassification":65.57,"TweetSentimentExtractionClassification":62.8}
{"index":172,"Rank":85,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-small-v2\">e5-small-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":72.94,"AmazonCounterfactualClassification (en)":77.6,"AmazonPolarityClassification":91.27,"AmazonReviewsClassification (en)":45.88,"Banking77Classification":81.64,"EmotionClassification":47.06,"ImdbClassification":86.0,"MassiveIntentClassification (en)":71.62,"MassiveScenarioClassification (en)":76.36,"MTOPDomainClassification (en)":92.7,"MTOPIntentClassification (en)":72.56,"ToxicConversationsClassification":71.1,"TweetSentimentExtractionClassification":61.46}
{"index":257,"Rank":86,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/sentence-t5-xl\">sentence-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":72.84,"AmazonCounterfactualClassification (en)":76.01,"AmazonPolarityClassification":93.17,"AmazonReviewsClassification (en)":48.18,"Banking77Classification":80.88,"EmotionClassification":51.95,"ImdbClassification":87.54,"MassiveIntentClassification (en)":72.09,"MassiveScenarioClassification (en)":73.26,"MTOPDomainClassification (en)":90.73,"MTOPIntentClassification (en)":68.15,"ToxicConversationsClassification":70.95,"TweetSentimentExtractionClassification":61.21}
{"index":128,"Rank":87,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/avsolatorio\/GIST-all-MiniLM-L6-v2\">GIST-all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Average":72.72,"AmazonCounterfactualClassification (en)":72.9,"AmazonPolarityClassification":87.19,"AmazonReviewsClassification (en)":42.56,"Banking77Classification":84.24,"EmotionClassification":52.06,"ImdbClassification":78.54,"MassiveIntentClassification (en)":73.18,"MassiveScenarioClassification (en)":76.68,"MTOPDomainClassification (en)":94.78,"MTOPIntentClassification (en)":77.72,"ToxicConversationsClassification":72.9,"TweetSentimentExtractionClassification":59.85}
{"index":166,"Rank":88,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-base\">e5-base<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":72.63,"AmazonCounterfactualClassification (en)":79.72,"AmazonPolarityClassification":87.96,"AmazonReviewsClassification (en)":42.65,"Banking77Classification":83.33,"EmotionClassification":49.44,"ImdbClassification":75.96,"MassiveIntentClassification (en)":72.25,"MassiveScenarioClassification (en)":76.76,"MTOPDomainClassification (en)":93.21,"MTOPIntentClassification (en)":74.77,"ToxicConversationsClassification":74.12,"TweetSentimentExtractionClassification":61.38}
{"index":211,"Rank":89,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/neuralmagic\/bge-base-en-v1.5-sparse\">bge-base-en-v1.5-sparse<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":72.62,"AmazonCounterfactualClassification (en)":75.39,"AmazonPolarityClassification":90.73,"AmazonReviewsClassification (en)":45.49,"Banking77Classification":84.3,"EmotionClassification":46.7,"ImdbClassification":83.15,"MassiveIntentClassification (en)":73.18,"MassiveScenarioClassification (en)":77.54,"MTOPDomainClassification (en)":92.05,"MTOPIntentClassification (en)":72.49,"ToxicConversationsClassification":70.92,"TweetSentimentExtractionClassification":59.49}
{"index":162,"Rank":90,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/hkunlp\/instructor-base\">instructor-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":72.36,"AmazonCounterfactualClassification (en)":86.21,"AmazonPolarityClassification":88.36,"AmazonReviewsClassification (en)":44.64,"Banking77Classification":77.04,"EmotionClassification":51.76,"ImdbClassification":81.17,"MassiveIntentClassification (en)":67.48,"MassiveScenarioClassification (en)":72.59,"MTOPDomainClassification (en)":93.72,"MTOPIntentClassification (en)":70.26,"ToxicConversationsClassification":71.82,"TweetSentimentExtractionClassification":63.31}
{"index":268,"Rank":91,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/thenlper\/gte-small\">gte-small<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":72.31,"AmazonCounterfactualClassification (en)":73.22,"AmazonPolarityClassification":91.82,"AmazonReviewsClassification (en)":48.03,"Banking77Classification":84.08,"EmotionClassification":46.56,"ImdbClassification":86.8,"MassiveIntentClassification (en)":70.35,"MassiveScenarioClassification (en)":75.64,"MTOPDomainClassification (en)":93.05,"MTOPIntentClassification (en)":69.65,"ToxicConversationsClassification":70.33,"TweetSentimentExtractionClassification":58.22}
{"index":256,"Rank":92,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/sentence-t5-large\">sentence-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":72.31,"AmazonCounterfactualClassification (en)":75.51,"AmazonPolarityClassification":92.87,"AmazonReviewsClassification (en)":47.12,"Banking77Classification":78.46,"EmotionClassification":51.74,"ImdbClassification":87.01,"MassiveIntentClassification (en)":71.78,"MassiveScenarioClassification (en)":73.16,"MTOPDomainClassification (en)":90.99,"MTOPIntentClassification (en)":64.98,"ToxicConversationsClassification":71.73,"TweetSentimentExtractionClassification":62.33}
{"index":198,"Rank":93,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/lixsh6\/XLM-3B5-embedding\">XLM-3B5-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":72.25,"AmazonCounterfactualClassification (en)":66.94,"AmazonPolarityClassification":94.7,"AmazonReviewsClassification (en)":51.59,"Banking77Classification":80.34,"EmotionClassification":47.83,"ImdbClassification":89.66,"MassiveIntentClassification (en)":70.27,"MassiveScenarioClassification (en)":74.51,"MTOPDomainClassification (en)":93.77,"MTOPIntentClassification (en)":67.8,"ToxicConversationsClassification":70.85,"TweetSentimentExtractionClassification":58.71}
{"index":74,"Rank":94,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/McGill-NLP\/LLM2Vec-Sheared-LLaMA-mntp-supervised\">LLM2Vec-Sheared-Llama-supervised<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":72.21,"AmazonCounterfactualClassification (en)":77.42,"AmazonPolarityClassification":82.05,"AmazonReviewsClassification (en)":40.81,"Banking77Classification":86.01,"EmotionClassification":48.38,"ImdbClassification":75.33,"MassiveIntentClassification (en)":75.58,"MassiveScenarioClassification (en)":79.16,"MTOPDomainClassification (en)":94.09,"MTOPIntentClassification (en)":77.05,"ToxicConversationsClassification":69.92,"TweetSentimentExtractionClassification":60.76}
{"index":182,"Rank":95,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/izhx\/udever-bloom-7b1\">udever-bloom-7b1<\/a>","Model Size (Million Parameters)":7069,"Memory Usage (GB, fp32)":26.33,"Average":72.13,"AmazonCounterfactualClassification (en)":73.12,"AmazonPolarityClassification":88.89,"AmazonReviewsClassification (en)":43.2,"Banking77Classification":85.36,"EmotionClassification":48.77,"ImdbClassification":78.46,"MassiveIntentClassification (en)":72.04,"MassiveScenarioClassification (en)":76.86,"MTOPDomainClassification (en)":93.43,"MTOPIntentClassification (en)":71.73,"ToxicConversationsClassification":71.58,"TweetSentimentExtractionClassification":62.14}
{"index":220,"Rank":96,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/nomic-ai\/nomic-embed-text-v1.5\">nomic-embed-text-v1.5-256<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":72.1,"AmazonCounterfactualClassification (en)":72.94,"AmazonPolarityClassification":91.35,"AmazonReviewsClassification (en)":45.73,"Banking77Classification":83.69,"EmotionClassification":45.88,"ImdbClassification":83.99,"MassiveIntentClassification (en)":71.76,"MassiveScenarioClassification (en)":75.67,"MTOPDomainClassification (en)":91.68,"MTOPIntentClassification (en)":72.47,"ToxicConversationsClassification":70.87,"TweetSentimentExtractionClassification":59.2}
{"index":305,"Rank":97,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/openai.com\/blog\/new-embedding-models-and-api-updates\">text-embedding-3-large-256<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":71.97,"AmazonCounterfactualClassification (en)":73.96,"AmazonPolarityClassification":91.32,"AmazonReviewsClassification (en)":46.03,"Banking77Classification":83.19,"EmotionClassification":45.8,"ImdbClassification":85.93,"MassiveIntentClassification (en)":71.12,"MassiveScenarioClassification (en)":75.56,"MTOPDomainClassification (en)":92.76,"MTOPIntentClassification (en)":70.45,"ToxicConversationsClassification":68.52,"TweetSentimentExtractionClassification":58.98}
{"index":180,"Rank":98,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/izhx\/udever-bloom-3b\">udever-bloom-3b<\/a>","Model Size (Million Parameters)":3003,"Memory Usage (GB, fp32)":11.19,"Average":71.91,"AmazonCounterfactualClassification (en)":78.9,"AmazonPolarityClassification":87.98,"AmazonReviewsClassification (en)":42.58,"Banking77Classification":84.16,"EmotionClassification":47.88,"ImdbClassification":77.7,"MassiveIntentClassification (en)":70.39,"MassiveScenarioClassification (en)":77.19,"MTOPDomainClassification (en)":92.34,"MTOPIntentClassification (en)":70.63,"ToxicConversationsClassification":72.13,"TweetSentimentExtractionClassification":61.04}
{"index":71,"Rank":99,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/McGill-NLP\/LLM2Vec-Meta-Llama-3-8B-Instruct-mntp-unsup-simcse\">LLM2Vec-Meta-Llama-3-unsupervised<\/a>","Model Size (Million Parameters)":7505,"Memory Usage (GB, fp32)":27.96,"Average":71.88,"AmazonCounterfactualClassification (en)":75.7,"AmazonPolarityClassification":80.68,"AmazonReviewsClassification (en)":40.0,"Banking77Classification":84.77,"EmotionClassification":47.08,"ImdbClassification":75.19,"MassiveIntentClassification (en)":75.01,"MassiveScenarioClassification (en)":79.16,"MTOPDomainClassification (en)":94.47,"MTOPIntentClassification (en)":81.09,"ToxicConversationsClassification":71.85,"TweetSentimentExtractionClassification":57.61}
{"index":174,"Rank":100,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-large\">multilingual-e5-large<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Average":71.77,"AmazonCounterfactualClassification (en)":78.67,"AmazonPolarityClassification":93.26,"AmazonReviewsClassification (en)":49.2,"Banking77Classification":75.88,"EmotionClassification":47.58,"ImdbClassification":90.23,"MassiveIntentClassification (en)":68.51,"MassiveScenarioClassification (en)":73.04,"MTOPDomainClassification (en)":91.81,"MTOPIntentClassification (en)":64.29,"ToxicConversationsClassification":66.01,"TweetSentimentExtractionClassification":62.8}
{"index":293,"Rank":101,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/zeroshot\/gte-small-quant\">gte-small-quant<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":71.7,"AmazonCounterfactualClassification (en)":72.88,"AmazonPolarityClassification":91.03,"AmazonReviewsClassification (en)":46.94,"Banking77Classification":83.47,"EmotionClassification":45.8,"ImdbClassification":85.01,"MassiveIntentClassification (en)":70.23,"MassiveScenarioClassification (en)":75.29,"MTOPDomainClassification (en)":92.51,"MTOPIntentClassification (en)":69.62,"ToxicConversationsClassification":69.8,"TweetSentimentExtractionClassification":57.82}
{"index":171,"Rank":102,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/e5-small\">e5-small<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":71.67,"AmazonCounterfactualClassification (en)":76.22,"AmazonPolarityClassification":87.53,"AmazonReviewsClassification (en)":42.61,"Banking77Classification":81.87,"EmotionClassification":46.86,"ImdbClassification":75.55,"MassiveIntentClassification (en)":72.22,"MassiveScenarioClassification (en)":75.78,"MTOPDomainClassification (en)":92.05,"MTOPIntentClassification (en)":73.24,"ToxicConversationsClassification":72.76,"TweetSentimentExtractionClassification":63.31}
{"index":69,"Rank":103,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/McGill-NLP\/LLM2Vec-Llama-2-7b-chat-hf-mntp-unsup-simcse\">LLM2Vec-Llama-2-unsupervised<\/a>","Model Size (Million Parameters)":6607,"Memory Usage (GB, fp32)":24.61,"Average":71.57,"AmazonCounterfactualClassification (en)":76.91,"AmazonPolarityClassification":79.05,"AmazonReviewsClassification (en)":40.08,"Banking77Classification":84.65,"EmotionClassification":46.58,"ImdbClassification":75.68,"MassiveIntentClassification (en)":73.84,"MassiveScenarioClassification (en)":79.17,"MTOPDomainClassification (en)":94.33,"MTOPIntentClassification (en)":79.54,"ToxicConversationsClassification":71.81,"TweetSentimentExtractionClassification":57.17}
{"index":218,"Rank":104,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/nomic-ai\/nomic-embed-text-v1-unsupervised\">nomic-embed-text-v1-unsupervised<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":71.17,"AmazonCounterfactualClassification (en)":76.99,"AmazonPolarityClassification":87.54,"AmazonReviewsClassification (en)":46.81,"Banking77Classification":81.09,"EmotionClassification":47.65,"ImdbClassification":86.32,"MassiveIntentClassification (en)":67.75,"MassiveScenarioClassification (en)":74.03,"MTOPDomainClassification (en)":92.36,"MTOPIntentClassification (en)":65.2,"ToxicConversationsClassification":72.96,"TweetSentimentExtractionClassification":55.28}
{"index":61,"Rank":105,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Lajavaness\/bilingual-embedding-base\">bilingual-embedding-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":71.14,"AmazonCounterfactualClassification (en)":77.42,"AmazonPolarityClassification":89.51,"AmazonReviewsClassification (en)":46.1,"Banking77Classification":78.46,"EmotionClassification":47.11,"ImdbClassification":87.39,"MassiveIntentClassification (en)":68.86,"MassiveScenarioClassification (en)":75.25,"MTOPDomainClassification (en)":92.86,"MTOPIntentClassification (en)":64.85,"ToxicConversationsClassification":63.38,"TweetSentimentExtractionClassification":62.47}
{"index":304,"Rank":106,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/openai.com\/blog\/new-and-improved-embedding-model\">text-embedding-ada-002<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":70.93,"AmazonCounterfactualClassification (en)":75.94,"AmazonPolarityClassification":86.72,"AmazonReviewsClassification (en)":44.78,"Banking77Classification":80.66,"EmotionClassification":48.74,"ImdbClassification":77.98,"MassiveIntentClassification (en)":70.15,"MassiveScenarioClassification (en)":75.33,"MTOPDomainClassification (en)":92.13,"MTOPIntentClassification (en)":64.68,"ToxicConversationsClassification":72.29,"TweetSentimentExtractionClassification":61.81}
{"index":20,"Rank":107,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Alibaba-NLP\/gte-multilingual-base\">gte-multilingual-base<\/a>","Model Size (Million Parameters)":305,"Memory Usage (GB, fp32)":1.14,"Average":70.89,"AmazonCounterfactualClassification (en)":75.96,"AmazonPolarityClassification":80.72,"AmazonReviewsClassification (en)":43.64,"Banking77Classification":85.36,"EmotionClassification":47.95,"ImdbClassification":74.91,"MassiveIntentClassification (en)":72.13,"MassiveScenarioClassification (en)":76.28,"MTOPDomainClassification (en)":92.54,"MTOPIntentClassification (en)":72.58,"ToxicConversationsClassification":71.03,"TweetSentimentExtractionClassification":57.6}
{"index":125,"Rank":108,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/amazon\/Titan-text-embeddings-v2\">Titan-text-embeddings-v2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":70.62,"AmazonCounterfactualClassification (en)":79.31,"AmazonPolarityClassification":76.66,"AmazonReviewsClassification (en)":35.28,"Banking77Classification":84.31,"EmotionClassification":55.61,"ImdbClassification":82.39,"MassiveIntentClassification (en)":69.24,"MassiveScenarioClassification (en)":74.11,"MTOPDomainClassification (en)":90.46,"MTOPIntentClassification (en)":66.0,"ToxicConversationsClassification":74.52,"TweetSentimentExtractionClassification":59.59}
{"index":37,"Rank":109,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Cohere\/Cohere-embed-multilingual-light-v3.0\">Cohere-embed-multilingual-light-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":70.57,"AmazonCounterfactualClassification (en)":70.03,"AmazonPolarityClassification":90.7,"AmazonReviewsClassification (en)":46.55,"Banking77Classification":78.12,"EmotionClassification":46.66,"ImdbClassification":85.64,"MassiveIntentClassification (en)":67.42,"MassiveScenarioClassification (en)":72.61,"MTOPDomainClassification (en)":91.86,"MTOPIntentClassification (en)":62.18,"ToxicConversationsClassification":70.66,"TweetSentimentExtractionClassification":64.46}
{"index":197,"Rank":110,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/lixsh6\/XLM-0B6-embedding\">XLM-0B6-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":70.55,"AmazonCounterfactualClassification (en)":68.61,"AmazonPolarityClassification":93.38,"AmazonReviewsClassification (en)":50.64,"Banking77Classification":78.5,"EmotionClassification":46.37,"ImdbClassification":88.54,"MassiveIntentClassification (en)":67.24,"MassiveScenarioClassification (en)":72.98,"MTOPDomainClassification (en)":90.48,"MTOPIntentClassification (en)":59.82,"ToxicConversationsClassification":71.16,"TweetSentimentExtractionClassification":58.89}
{"index":300,"Rank":111,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/openai.com\/blog\/introducing-text-and-code-embeddings\">text-similarity-ada-001<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":70.44,"AmazonCounterfactualClassification (en)":76.4,"AmazonPolarityClassification":92.83,"AmazonReviewsClassification (en)":47.45,"Banking77Classification":68.04,"EmotionClassification":50.33,"ImdbClassification":89.38,"MassiveIntentClassification (en)":65.17,"MassiveScenarioClassification (en)":67.67,"MTOPDomainClassification (en)":89.89,"MTOPIntentClassification (en)":64.8,"ToxicConversationsClassification":70.0,"TweetSentimentExtractionClassification":63.35}
{"index":115,"Rank":112,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/TaylorAI\/gte-tiny\">gte-tiny<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Average":70.35,"AmazonCounterfactualClassification (en)":71.76,"AmazonPolarityClassification":86.61,"AmazonReviewsClassification (en)":42.61,"Banking77Classification":81.73,"EmotionClassification":44.71,"ImdbClassification":80.54,"MassiveIntentClassification (en)":70.13,"MassiveScenarioClassification (en)":74.86,"MTOPDomainClassification (en)":91.76,"MTOPIntentClassification (en)":69.9,"ToxicConversationsClassification":70.97,"TweetSentimentExtractionClassification":58.57}
{"index":77,"Rank":113,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Mihaiii\/Ivysaur\">Ivysaur<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Average":70.25,"AmazonCounterfactualClassification (en)":72.1,"AmazonPolarityClassification":86.69,"AmazonReviewsClassification (en)":42.7,"Banking77Classification":81.92,"EmotionClassification":45.44,"ImdbClassification":80.8,"MassiveIntentClassification (en)":70.35,"MassiveScenarioClassification (en)":74.89,"MTOPDomainClassification (en)":92.12,"MTOPIntentClassification (en)":71.86,"ToxicConversationsClassification":65.46,"TweetSentimentExtractionClassification":58.66}
{"index":179,"Rank":114,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/izhx\/udever-bloom-1b1\">udever-bloom-1b1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":70.17,"AmazonCounterfactualClassification (en)":69.94,"AmazonPolarityClassification":87.19,"AmazonReviewsClassification (en)":41.08,"Banking77Classification":82.89,"EmotionClassification":46.84,"ImdbClassification":74.45,"MassiveIntentClassification (en)":67.93,"MassiveScenarioClassification (en)":75.72,"MTOPDomainClassification (en)":92.18,"MTOPIntentClassification (en)":70.3,"ToxicConversationsClassification":72.01,"TweetSentimentExtractionClassification":61.51}
{"index":92,"Rank":115,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Muennighoff\/SGPT-5.8B-weightedmean-nli-bitfit\">SGPT-5.8B-weightedmean-nli-bitfit<\/a>","Model Size (Million Parameters)":5874,"Memory Usage (GB, fp32)":21.88,"Average":70.14,"AmazonCounterfactualClassification (en)":74.07,"AmazonPolarityClassification":82.31,"AmazonReviewsClassification (en)":41.58,"Banking77Classification":81.74,"EmotionClassification":49.92,"ImdbClassification":74.33,"MassiveIntentClassification (en)":70.0,"MassiveScenarioClassification (en)":75.03,"MTOPDomainClassification (en)":89.64,"MTOPIntentClassification (en)":70.68,"ToxicConversationsClassification":69.93,"TweetSentimentExtractionClassification":62.44}
{"index":255,"Rank":116,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/sentence-t5-base\">sentence-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":69.81,"AmazonCounterfactualClassification (en)":75.82,"AmazonPolarityClassification":85.12,"AmazonReviewsClassification (en)":44.94,"Banking77Classification":76.48,"EmotionClassification":51.35,"ImdbClassification":77.34,"MassiveIntentClassification (en)":69.74,"MassiveScenarioClassification (en)":72.32,"MTOPDomainClassification (en)":90.34,"MTOPIntentClassification (en)":63.32,"ToxicConversationsClassification":68.2,"TweetSentimentExtractionClassification":62.71}
{"index":173,"Rank":117,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-base\">multilingual-e5-base<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":69.76,"AmazonCounterfactualClassification (en)":77.36,"AmazonPolarityClassification":91.76,"AmazonReviewsClassification (en)":47.54,"Banking77Classification":73.53,"EmotionClassification":45.68,"ImdbClassification":84.29,"MassiveIntentClassification (en)":65.71,"MassiveScenarioClassification (en)":71.57,"MTOPDomainClassification (en)":90.9,"MTOPIntentClassification (en)":61.6,"ToxicConversationsClassification":64.33,"TweetSentimentExtractionClassification":62.8}
{"index":219,"Rank":118,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/nomic-ai\/nomic-embed-text-v1.5\">nomic-embed-text-v1.5-128<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":69.7,"AmazonCounterfactualClassification (en)":69.78,"AmazonPolarityClassification":88.74,"AmazonReviewsClassification (en)":43.11,"Banking77Classification":82.78,"EmotionClassification":42.92,"ImdbClassification":80.87,"MassiveIntentClassification (en)":69.34,"MassiveScenarioClassification (en)":74.21,"MTOPDomainClassification (en)":89.61,"MTOPIntentClassification (en)":68.9,"ToxicConversationsClassification":68.16,"TweetSentimentExtractionClassification":57.99}
{"index":196,"Rank":119,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/lixsh6\/MegatronBert-1B3-embedding\">MegatronBert-1B3-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":69.65,"AmazonCounterfactualClassification (en)":70.12,"AmazonPolarityClassification":92.95,"AmazonReviewsClassification (en)":50.52,"Banking77Classification":75.59,"EmotionClassification":45.98,"ImdbClassification":90.22,"MassiveIntentClassification (en)":65.03,"MassiveScenarioClassification (en)":71.05,"MTOPDomainClassification (en)":88.63,"MTOPIntentClassification (en)":58.08,"ToxicConversationsClassification":69.33,"TweetSentimentExtractionClassification":58.25}
{"index":228,"Rank":120,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/piaopiao0095\/jina-embeddings-v2-base-es-Q5_K_M-GGUF\">jina-embeddings-v2-base-es-Q5_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":69.02,"AmazonCounterfactualClassification (en)":74.25,"AmazonPolarityClassification":78.31,"AmazonReviewsClassification (en)":38.32,"Banking77Classification":85.26,"EmotionClassification":46.58,"ImdbClassification":67.46,"MassiveIntentClassification (en)":70.76,"MassiveScenarioClassification (en)":73.82,"MTOPDomainClassification (en)":90.37,"MTOPIntentClassification (en)":71.97,"ToxicConversationsClassification":70.05,"TweetSentimentExtractionClassification":61.06}
{"index":189,"Rank":121,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/jinaai\/jina-embeddings-v2-base-es\">jina-embeddings-v2-base-es<\/a>","Model Size (Million Parameters)":161,"Memory Usage (GB, fp32)":0.6,"Average":69.02,"AmazonCounterfactualClassification (en)":74.25,"AmazonPolarityClassification":78.31,"AmazonReviewsClassification (en)":38.32,"Banking77Classification":85.26,"EmotionClassification":46.58,"ImdbClassification":67.46,"MassiveIntentClassification (en)":70.76,"MassiveScenarioClassification (en)":73.82,"MTOPDomainClassification (en)":90.37,"MTOPIntentClassification (en)":71.97,"ToxicConversationsClassification":70.05,"TweetSentimentExtractionClassification":61.06}
{"index":190,"Rank":122,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/jinaai\/jina-embeddings-v2-small-en\">jina-embeddings-v2-small-en<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":68.82,"AmazonCounterfactualClassification (en)":71.36,"AmazonPolarityClassification":82.9,"AmazonReviewsClassification (en)":40.89,"Banking77Classification":78.25,"EmotionClassification":44.01,"ImdbClassification":73.64,"MassiveIntentClassification (en)":67.61,"MassiveScenarioClassification (en)":69.75,"MTOPDomainClassification (en)":93.96,"MTOPIntentClassification (en)":72.5,"ToxicConversationsClassification":71.54,"TweetSentimentExtractionClassification":59.4}
{"index":215,"Rank":123,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/neuralmagic\/bge-small-en-v1.5-sparse\">bge-small-en-v1.5-sparse<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":68.55,"AmazonCounterfactualClassification (en)":70.72,"AmazonPolarityClassification":83.34,"AmazonReviewsClassification (en)":40.99,"Banking77Classification":81.25,"EmotionClassification":41.66,"ImdbClassification":74.81,"MassiveIntentClassification (en)":69.8,"MassiveScenarioClassification (en)":74.54,"MTOPDomainClassification (en)":91.22,"MTOPIntentClassification (en)":69.39,"ToxicConversationsClassification":67.44,"TweetSentimentExtractionClassification":57.48}
{"index":108,"Rank":124,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Snowflake\/snowflake-arctic-embed-m\">snowflake-arctic-embed-m<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":68.23,"AmazonCounterfactualClassification (en)":76.81,"AmazonPolarityClassification":82.83,"AmazonReviewsClassification (en)":38.93,"Banking77Classification":80.34,"EmotionClassification":46.54,"ImdbClassification":74.08,"MassiveIntentClassification (en)":66.92,"MassiveScenarioClassification (en)":72.75,"MTOPDomainClassification (en)":92.73,"MTOPIntentClassification (en)":65.18,"ToxicConversationsClassification":64.93,"TweetSentimentExtractionClassification":56.73}
{"index":91,"Rank":125,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Muennighoff\/SGPT-5.8B-weightedmean-msmarco-specb-bitfit\">SGPT-5.8B-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":5874,"Memory Usage (GB, fp32)":21.88,"Average":68.13,"AmazonCounterfactualClassification (en)":69.22,"AmazonPolarityClassification":71.26,"AmazonReviewsClassification (en)":39.19,"Banking77Classification":84.49,"EmotionClassification":49.66,"ImdbClassification":66.64,"MassiveIntentClassification (en)":70.39,"MassiveScenarioClassification (en)":76.28,"MTOPDomainClassification (en)":93.47,"MTOPIntentClassification (en)":72.42,"ToxicConversationsClassification":67.71,"TweetSentimentExtractionClassification":56.85}
{"index":84,"Rank":126,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Mihaiii\/gte-micro-v4\">gte-micro-v4<\/a>","Model Size (Million Parameters)":19,"Memory Usage (GB, fp32)":0.07,"Average":68.13,"AmazonCounterfactualClassification (en)":71.84,"AmazonPolarityClassification":80.04,"AmazonReviewsClassification (en)":39.75,"Banking77Classification":80.92,"EmotionClassification":44.88,"ImdbClassification":71.96,"MassiveIntentClassification (en)":69.11,"MassiveScenarioClassification (en)":74.16,"MTOPDomainClassification (en)":90.87,"MTOPIntentClassification (en)":68.53,"ToxicConversationsClassification":66.04,"TweetSentimentExtractionClassification":59.43}
{"index":181,"Rank":127,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/izhx\/udever-bloom-560m\">udever-bloom-560m<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":68.04,"AmazonCounterfactualClassification (en)":72.36,"AmazonPolarityClassification":83.81,"AmazonReviewsClassification (en)":38.97,"Banking77Classification":80.97,"EmotionClassification":44.77,"ImdbClassification":72.21,"MassiveIntentClassification (en)":66.09,"MassiveScenarioClassification (en)":73.26,"MTOPDomainClassification (en)":89.93,"MTOPIntentClassification (en)":66.56,"ToxicConversationsClassification":67.96,"TweetSentimentExtractionClassification":59.6}
{"index":114,"Rank":128,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/TaylorAI\/bge-micro-v2\">bge-micro-v2<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":68.04,"AmazonCounterfactualClassification (en)":67.76,"AmazonPolarityClassification":79.75,"AmazonReviewsClassification (en)":37.45,"Banking77Classification":81.17,"EmotionClassification":44.53,"ImdbClassification":76.46,"MassiveIntentClassification (en)":68.58,"MassiveScenarioClassification (en)":73.92,"MTOPDomainClassification (en)":90.67,"MTOPIntentClassification (en)":68.29,"ToxicConversationsClassification":70.23,"TweetSentimentExtractionClassification":57.64}
{"index":109,"Rank":129,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Snowflake\/snowflake-arctic-embed-m-long\">snowflake-arctic-embed-m-long<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Average":68.01,"AmazonCounterfactualClassification (en)":78.48,"AmazonPolarityClassification":78.74,"AmazonReviewsClassification (en)":39.93,"Banking77Classification":80.26,"EmotionClassification":47.26,"ImdbClassification":71.79,"MassiveIntentClassification (en)":66.55,"MassiveScenarioClassification (en)":73.11,"MTOPDomainClassification (en)":93.04,"MTOPIntentClassification (en)":63.52,"ToxicConversationsClassification":66.74,"TweetSentimentExtractionClassification":56.73}
{"index":287,"Rank":130,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/yixuan-chia\/snowflake-arctic-embed-m-long-Q8_0-GGUF\">snowflake-arctic-embed-m-long-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":68.01,"AmazonCounterfactualClassification (en)":78.48,"AmazonPolarityClassification":78.74,"AmazonReviewsClassification (en)":39.93,"Banking77Classification":80.26,"EmotionClassification":47.26,"ImdbClassification":71.79,"MassiveIntentClassification (en)":66.55,"MassiveScenarioClassification (en)":73.11,"MTOPDomainClassification (en)":93.04,"MTOPIntentClassification (en)":63.52,"ToxicConversationsClassification":66.74,"TweetSentimentExtractionClassification":56.73}
{"index":187,"Rank":131,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/jinaai\/jina-embeddings-v2-base-de\">jina-embeddings-v2-base-de<\/a>","Model Size (Million Parameters)":161,"Memory Usage (GB, fp32)":0.6,"Average":67.98,"AmazonCounterfactualClassification (en)":73.76,"AmazonPolarityClassification":77.52,"AmazonReviewsClassification (en)":38.5,"Banking77Classification":83.94,"EmotionClassification":44.64,"ImdbClassification":68.61,"MassiveIntentClassification (en)":69.11,"MassiveScenarioClassification (en)":73.74,"MTOPDomainClassification (en)":89.38,"MTOPIntentClassification (en)":66.49,"ToxicConversationsClassification":69.65,"TweetSentimentExtractionClassification":60.43}
{"index":66,"Rank":132,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/MAY-A\/jina-embeddings-v2-base-de-Q5_K_M-GGUF\">jina-embeddings-v2-base-de-Q5_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":67.98,"AmazonCounterfactualClassification (en)":73.76,"AmazonPolarityClassification":77.52,"AmazonReviewsClassification (en)":38.5,"Banking77Classification":83.94,"EmotionClassification":44.64,"ImdbClassification":68.61,"MassiveIntentClassification (en)":69.11,"MassiveScenarioClassification (en)":73.74,"MTOPDomainClassification (en)":89.38,"MTOPIntentClassification (en)":66.49,"ToxicConversationsClassification":69.65,"TweetSentimentExtractionClassification":60.43}
{"index":138,"Rank":133,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/chris-code\/jina-embeddings-v2-base-de-Q8_0-GGUF\">jina-embeddings-v2-base-de-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":67.98,"AmazonCounterfactualClassification (en)":73.76,"AmazonPolarityClassification":77.52,"AmazonReviewsClassification (en)":38.5,"Banking77Classification":83.94,"EmotionClassification":44.64,"ImdbClassification":68.61,"MassiveIntentClassification (en)":69.11,"MassiveScenarioClassification (en)":73.74,"MTOPDomainClassification (en)":89.38,"MTOPIntentClassification (en)":66.49,"ToxicConversationsClassification":69.65,"TweetSentimentExtractionClassification":60.43}
{"index":274,"Rank":134,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/vprelovac\/universal-sentence-encoder-large-5\">universal-sentence-encoder-large-5<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":67.9,"AmazonCounterfactualClassification (en)":76.19,"AmazonPolarityClassification":69.63,"AmazonReviewsClassification (en)":35.53,"Banking77Classification":78.13,"EmotionClassification":45.48,"ImdbClassification":64.06,"MassiveIntentClassification (en)":71.69,"MassiveScenarioClassification (en)":77.2,"MTOPDomainClassification (en)":92.94,"MTOPIntentClassification (en)":74.43,"ToxicConversationsClassification":70.17,"TweetSentimentExtractionClassification":59.31}
{"index":76,"Rank":135,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Mihaiii\/Bulbasaur\">Bulbasaur<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":67.9,"AmazonCounterfactualClassification (en)":71.87,"AmazonPolarityClassification":78.79,"AmazonReviewsClassification (en)":39.31,"Banking77Classification":80.58,"EmotionClassification":44.79,"ImdbClassification":71.53,"MassiveIntentClassification (en)":68.84,"MassiveScenarioClassification (en)":73.75,"MTOPDomainClassification (en)":90.79,"MTOPIntentClassification (en)":68.72,"ToxicConversationsClassification":66.29,"TweetSentimentExtractionClassification":59.49}
{"index":126,"Rank":136,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/andersonbcdefg\/bge-small-4096\">bge-small-4096<\/a>","Model Size (Million Parameters)":35,"Memory Usage (GB, fp32)":0.13,"Average":67.8,"AmazonCounterfactualClassification (en)":68.75,"AmazonPolarityClassification":81.3,"AmazonReviewsClassification (en)":38.57,"Banking77Classification":79.98,"EmotionClassification":40.09,"ImdbClassification":80.09,"MassiveIntentClassification (en)":67.58,"MassiveScenarioClassification (en)":73.47,"MTOPDomainClassification (en)":90.36,"MTOPIntentClassification (en)":66.45,"ToxicConversationsClassification":69.34,"TweetSentimentExtractionClassification":57.6}
{"index":79,"Rank":137,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Mihaiii\/Venusaur\">Venusaur<\/a>","Model Size (Million Parameters)":16,"Memory Usage (GB, fp32)":0.06,"Average":67.77,"AmazonCounterfactualClassification (en)":73.18,"AmazonPolarityClassification":79.99,"AmazonReviewsClassification (en)":39.66,"Banking77Classification":77.95,"EmotionClassification":44.38,"ImdbClassification":73.02,"MassiveIntentClassification (en)":67.75,"MassiveScenarioClassification (en)":72.36,"MTOPDomainClassification (en)":89.87,"MTOPIntentClassification (en)":71.03,"ToxicConversationsClassification":64.41,"TweetSentimentExtractionClassification":59.66}
{"index":64,"Rank":138,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Lajavaness\/bilingual-embedding-small\">bilingual-embedding-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":67.77,"AmazonCounterfactualClassification (en)":74.28,"AmazonPolarityClassification":82.2,"AmazonReviewsClassification (en)":40.22,"Banking77Classification":80.31,"EmotionClassification":40.81,"ImdbClassification":73.7,"MassiveIntentClassification (en)":68.86,"MassiveScenarioClassification (en)":74.49,"MTOPDomainClassification (en)":89.73,"MTOPIntentClassification (en)":66.49,"ToxicConversationsClassification":62.52,"TweetSentimentExtractionClassification":59.6}
{"index":185,"Rank":139,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/jinaai\/jina-embedding-l-en-v1\">jina-embedding-l-en-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":67.76,"AmazonCounterfactualClassification (en)":68.93,"AmazonPolarityClassification":69.14,"AmazonReviewsClassification (en)":31.38,"Banking77Classification":85.34,"EmotionClassification":45.84,"ImdbClassification":66.42,"MassiveIntentClassification (en)":72.73,"MassiveScenarioClassification (en)":77.08,"MTOPDomainClassification (en)":92.83,"MTOPIntentClassification (en)":76.09,"ToxicConversationsClassification":69.13,"TweetSentimentExtractionClassification":58.16}
{"index":75,"Rank":140,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/McGill-NLP\/LLM2Vec-Sheared-LLaMA-mntp-unsup-simcse\">LLM2Vec-Sheared-Llama-unsupervised<\/a>","Model Size (Million Parameters)":1280,"Memory Usage (GB, fp32)":4.77,"Average":67.67,"AmazonCounterfactualClassification (en)":72.93,"AmazonPolarityClassification":74.28,"AmazonReviewsClassification (en)":36.14,"Banking77Classification":79.0,"EmotionClassification":42.85,"ImdbClassification":71.92,"MassiveIntentClassification (en)":69.99,"MassiveScenarioClassification (en)":75.15,"MTOPDomainClassification (en)":91.24,"MTOPIntentClassification (en)":74.08,"ToxicConversationsClassification":68.4,"TweetSentimentExtractionClassification":56.08}
{"index":82,"Rank":141,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Mihaiii\/gte-micro-v2\">gte-micro-v2<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":67.47,"AmazonCounterfactualClassification (en)":71.43,"AmazonPolarityClassification":77.72,"AmazonReviewsClassification (en)":38.96,"Banking77Classification":80.4,"EmotionClassification":44.54,"ImdbClassification":70.59,"MassiveIntentClassification (en)":68.5,"MassiveScenarioClassification (en)":73.55,"MTOPDomainClassification (en)":90.5,"MTOPIntentClassification (en)":67.52,"ToxicConversationsClassification":66.69,"TweetSentimentExtractionClassification":59.29}
{"index":83,"Rank":142,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Mihaiii\/gte-micro-v3\">gte-micro-v3<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":67.47,"AmazonCounterfactualClassification (en)":71.43,"AmazonPolarityClassification":77.72,"AmazonReviewsClassification (en)":38.96,"Banking77Classification":80.4,"EmotionClassification":44.54,"ImdbClassification":70.59,"MassiveIntentClassification (en)":68.5,"MassiveScenarioClassification (en)":73.55,"MTOPDomainClassification (en)":90.5,"MTOPIntentClassification (en)":67.52,"ToxicConversationsClassification":66.69,"TweetSentimentExtractionClassification":59.29}
{"index":254,"Rank":143,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/paraphrase-multilingual-mpnet-base-v2\">paraphrase-multilingual-mpnet-base-v2<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":67.46,"AmazonCounterfactualClassification (en)":75.81,"AmazonPolarityClassification":76.41,"AmazonReviewsClassification (en)":38.52,"Banking77Classification":81.1,"EmotionClassification":45.85,"ImdbClassification":64.58,"MassiveIntentClassification (en)":69.32,"MassiveScenarioClassification (en)":75.35,"MTOPDomainClassification (en)":89.24,"MTOPIntentClassification (en)":68.69,"ToxicConversationsClassification":65.56,"TweetSentimentExtractionClassification":59.04}
{"index":250,"Rank":144,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/gtr-t5-xxl\">gtr-t5-xxl<\/a>","Model Size (Million Parameters)":4865,"Memory Usage (GB, fp32)":18.12,"Average":67.41,"AmazonCounterfactualClassification (en)":67.3,"AmazonPolarityClassification":75.05,"AmazonReviewsClassification (en)":37.3,"Banking77Classification":82.32,"EmotionClassification":43.19,"ImdbClassification":70.8,"MassiveIntentClassification (en)":70.61,"MassiveScenarioClassification (en)":77.77,"MTOPDomainClassification (en)":93.84,"MTOPIntentClassification (en)":67.71,"ToxicConversationsClassification":68.48,"TweetSentimentExtractionClassification":54.54}
{"index":229,"Rank":145,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/princeton-nlp\/sup-simcse-bert-base-uncased\">sup-simcse-bert-base-uncased<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":67.32,"AmazonCounterfactualClassification (en)":75.75,"AmazonPolarityClassification":82.47,"AmazonReviewsClassification (en)":39.6,"Banking77Classification":75.76,"EmotionClassification":44.81,"ImdbClassification":73.53,"MassiveIntentClassification (en)":65.95,"MassiveScenarioClassification (en)":70.78,"MTOPDomainClassification (en)":84.29,"MTOPIntentClassification (en)":63.14,"ToxicConversationsClassification":72.04,"TweetSentimentExtractionClassification":59.73}
{"index":49,"Rank":146,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Hum-Works\/lodestone-base-4096-v1\">lodestone-base-4096-v1<\/a>","Model Size (Million Parameters)":69,"Memory Usage (GB, fp32)":0.26,"Average":67.3,"AmazonCounterfactualClassification (en)":69.73,"AmazonPolarityClassification":86.9,"AmazonReviewsClassification (en)":44.05,"Banking77Classification":75.41,"EmotionClassification":41.99,"ImdbClassification":79.54,"MassiveIntentClassification (en)":63.34,"MassiveScenarioClassification (en)":72.37,"MTOPDomainClassification (en)":89.67,"MTOPIntentClassification (en)":60.28,"ToxicConversationsClassification":67.94,"TweetSentimentExtractionClassification":56.41}
{"index":248,"Rank":147,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/gtr-t5-large\">gtr-t5-large<\/a>","Model Size (Million Parameters)":168,"Memory Usage (GB, fp32)":0.63,"Average":67.14,"AmazonCounterfactualClassification (en)":70.03,"AmazonPolarityClassification":73.92,"AmazonReviewsClassification (en)":37.21,"Banking77Classification":81.21,"EmotionClassification":46.33,"ImdbClassification":70.86,"MassiveIntentClassification (en)":70.06,"MassiveScenarioClassification (en)":75.49,"MTOPDomainClassification (en)":94.01,"MTOPIntentClassification (en)":63.86,"ToxicConversationsClassification":68.65,"TweetSentimentExtractionClassification":54.09}
{"index":90,"Rank":148,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Muennighoff\/SGPT-2.7B-weightedmean-msmarco-specb-bitfit\">SGPT-2.7B-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":2685,"Memory Usage (GB, fp32)":10.0,"Average":67.13,"AmazonCounterfactualClassification (en)":67.57,"AmazonPolarityClassification":71.44,"AmazonReviewsClassification (en)":35.75,"Banking77Classification":83.22,"EmotionClassification":49.21,"ImdbClassification":63.53,"MassiveIntentClassification (en)":69.01,"MassiveScenarioClassification (en)":75.9,"MTOPDomainClassification (en)":92.56,"MTOPIntentClassification (en)":71.85,"ToxicConversationsClassification":68.84,"TweetSentimentExtractionClassification":56.69}
{"index":249,"Rank":149,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/gtr-t5-xl\">gtr-t5-xl<\/a>","Model Size (Million Parameters)":1240,"Memory Usage (GB, fp32)":4.62,"Average":67.11,"AmazonCounterfactualClassification (en)":68.6,"AmazonPolarityClassification":74.58,"AmazonReviewsClassification (en)":38.2,"Banking77Classification":82.22,"EmotionClassification":45.54,"ImdbClassification":68.15,"MassiveIntentClassification (en)":70.23,"MassiveScenarioClassification (en)":75.94,"MTOPDomainClassification (en)":93.6,"MTOPIntentClassification (en)":65.93,"ToxicConversationsClassification":67.56,"TweetSentimentExtractionClassification":54.77}
{"index":107,"Rank":150,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Snowflake\/snowflake-arctic-embed-l\">snowflake-arctic-embed-l<\/a>","Model Size (Million Parameters)":334,"Memory Usage (GB, fp32)":1.24,"Average":67.07,"AmazonCounterfactualClassification (en)":74.81,"AmazonPolarityClassification":78.4,"AmazonReviewsClassification (en)":36.72,"Banking77Classification":80.06,"EmotionClassification":46.46,"ImdbClassification":72.88,"MassiveIntentClassification (en)":65.79,"MassiveScenarioClassification (en)":71.1,"MTOPDomainClassification (en)":92.62,"MTOPIntentClassification (en)":64.51,"ToxicConversationsClassification":64.71,"TweetSentimentExtractionClassification":56.74}
{"index":286,"Rank":151,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/yixuan-chia\/snowflake-arctic-embed-l-Q8_0-GGUF\">snowflake-arctic-embed-l-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":67.07,"AmazonCounterfactualClassification (en)":74.81,"AmazonPolarityClassification":78.4,"AmazonReviewsClassification (en)":36.72,"Banking77Classification":80.06,"EmotionClassification":46.46,"ImdbClassification":72.88,"MassiveIntentClassification (en)":65.79,"MassiveScenarioClassification (en)":71.1,"MTOPDomainClassification (en)":92.62,"MTOPIntentClassification (en)":64.51,"ToxicConversationsClassification":64.71,"TweetSentimentExtractionClassification":56.74}
{"index":176,"Rank":152,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-small\">multilingual-e5-small<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":67.03,"AmazonCounterfactualClassification (en)":71.87,"AmazonPolarityClassification":88.61,"AmazonReviewsClassification (en)":45.75,"Banking77Classification":70.44,"EmotionClassification":42.86,"ImdbClassification":79.57,"MassiveIntentClassification (en)":63.87,"MassiveScenarioClassification (en)":69.28,"MTOPDomainClassification (en)":88.99,"MTOPIntentClassification (en)":56.69,"ToxicConversationsClassification":63.59,"TweetSentimentExtractionClassification":62.79}
{"index":147,"Rank":153,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/deepfile\/embedder-100p\">embedder-100p<\/a>","Model Size (Million Parameters)":278,"Memory Usage (GB, fp32)":1.04,"Average":66.95,"AmazonCounterfactualClassification (en)":67.06,"AmazonPolarityClassification":70.41,"AmazonReviewsClassification (en)":33.21,"Banking77Classification":82.73,"EmotionClassification":43.47,"ImdbClassification":67.3,"MassiveIntentClassification (en)":71.77,"MassiveScenarioClassification (en)":77.85,"MTOPDomainClassification (en)":91.82,"MTOPIntentClassification (en)":74.7,"ToxicConversationsClassification":67.48,"TweetSentimentExtractionClassification":55.62}
{"index":224,"Rank":154,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/nthakur\/contriever-base-msmarco\">contriever-base-msmarco<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":66.68,"AmazonCounterfactualClassification (en)":72.19,"AmazonPolarityClassification":68.63,"AmazonReviewsClassification (en)":37.42,"Banking77Classification":80.02,"EmotionClassification":44.77,"ImdbClassification":67.04,"MassiveIntentClassification (en)":67.78,"MassiveScenarioClassification (en)":76.0,"MTOPDomainClassification (en)":93.18,"MTOPIntentClassification (en)":69.31,"ToxicConversationsClassification":67.77,"TweetSentimentExtractionClassification":56.1}
{"index":87,"Rank":155,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Muennighoff\/SGPT-1.3B-weightedmean-msmarco-specb-bitfit\">SGPT-1.3B-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":1341,"Memory Usage (GB, fp32)":4.99,"Average":66.52,"AmazonCounterfactualClassification (en)":65.21,"AmazonPolarityClassification":73.21,"AmazonReviewsClassification (en)":34.96,"Banking77Classification":82.06,"EmotionClassification":46.39,"ImdbClassification":64.05,"MassiveIntentClassification (en)":68.65,"MassiveScenarioClassification (en)":76.04,"MTOPDomainClassification (en)":92.08,"MTOPIntentClassification (en)":71.19,"ToxicConversationsClassification":68.73,"TweetSentimentExtractionClassification":55.67}
{"index":222,"Rank":156,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/nomic-ai\/nomic-embed-text-v1.5\">nomic-embed-text-v1.5-64<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":66.48,"AmazonCounterfactualClassification (en)":66.85,"AmazonPolarityClassification":85.92,"AmazonReviewsClassification (en)":41.02,"Banking77Classification":80.63,"EmotionClassification":40.55,"ImdbClassification":76.6,"MassiveIntentClassification (en)":64.95,"MassiveScenarioClassification (en)":70.38,"MTOPDomainClassification (en)":86.31,"MTOPIntentClassification (en)":62.77,"ToxicConversationsClassification":66.53,"TweetSentimentExtractionClassification":55.23}
{"index":113,"Rank":157,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/TaylorAI\/bge-micro\">bge-micro<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":66.35,"AmazonCounterfactualClassification (en)":66.27,"AmazonPolarityClassification":75.37,"AmazonReviewsClassification (en)":35.81,"Banking77Classification":80.58,"EmotionClassification":42.47,"ImdbClassification":70.7,"MassiveIntentClassification (en)":67.78,"MassiveScenarioClassification (en)":73.04,"MTOPDomainClassification (en)":90.25,"MTOPIntentClassification (en)":67.95,"ToxicConversationsClassification":69.21,"TweetSentimentExtractionClassification":56.71}
{"index":134,"Rank":158,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/bigscience\/sgpt-bloom-7b1-msmarco\">sgpt-bloom-7b1-msmarco<\/a>","Model Size (Million Parameters)":7068,"Memory Usage (GB, fp32)":26.33,"Average":66.19,"AmazonCounterfactualClassification (en)":68.06,"AmazonPolarityClassification":68.97,"AmazonReviewsClassification (en)":33.86,"Banking77Classification":84.33,"EmotionClassification":44.87,"ImdbClassification":61.77,"MassiveIntentClassification (en)":69.67,"MassiveScenarioClassification (en)":75.34,"MTOPDomainClassification (en)":93.68,"MTOPIntentClassification (en)":71.34,"ToxicConversationsClassification":66.55,"TweetSentimentExtractionClassification":55.85}
{"index":184,"Rank":159,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/jinaai\/jina-embedding-b-en-v1\">jina-embedding-b-en-v1<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":66.07,"AmazonCounterfactualClassification (en)":66.73,"AmazonPolarityClassification":67.61,"AmazonReviewsClassification (en)":31.18,"Banking77Classification":84.06,"EmotionClassification":44.68,"ImdbClassification":63.87,"MassiveIntentClassification (en)":71.09,"MassiveScenarioClassification (en)":76.25,"MTOPDomainClassification (en)":91.53,"MTOPIntentClassification (en)":72.83,"ToxicConversationsClassification":66.15,"TweetSentimentExtractionClassification":56.85}
{"index":265,"Rank":160,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/technicolor\/Angle_BERT\">Angle_BERT<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":66.01,"AmazonCounterfactualClassification (en)":77.94,"AmazonPolarityClassification":76.0,"AmazonReviewsClassification (en)":37.18,"Banking77Classification":75.5,"EmotionClassification":45.21,"ImdbClassification":68.85,"MassiveIntentClassification (en)":66.32,"MassiveScenarioClassification (en)":70.62,"MTOPDomainClassification (en)":85.38,"MTOPIntentClassification (en)":64.51,"ToxicConversationsClassification":67.08,"TweetSentimentExtractionClassification":57.57}
{"index":308,"Rank":161,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/www.elastic.co\/guide\/en\/machine-learning\/current\/ml-nlp-elser.html\">elser-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":65.94,"AmazonCounterfactualClassification (en)":74.16,"AmazonPolarityClassification":61.91,"AmazonReviewsClassification (en)":32.06,"Banking77Classification":82.05,"EmotionClassification":46.65,"ImdbClassification":65.02,"MassiveIntentClassification (en)":68.48,"MassiveScenarioClassification (en)":74.98,"MTOPDomainClassification (en)":93.17,"MTOPIntentClassification (en)":71.1,"ToxicConversationsClassification":68.15,"TweetSentimentExtractionClassification":53.57}
{"index":276,"Rank":162,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/vprelovac\/universal-sentence-encoder-multilingual-large-3\">universal-sentence-encoder-multilingual-large-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":65.78,"AmazonCounterfactualClassification (en)":70.81,"AmazonPolarityClassification":67.05,"AmazonReviewsClassification (en)":35.85,"Banking77Classification":74.67,"EmotionClassification":42.31,"ImdbClassification":63.69,"MassiveIntentClassification (en)":69.05,"MassiveScenarioClassification (en)":75.8,"MTOPDomainClassification (en)":92.48,"MTOPIntentClassification (en)":70.27,"ToxicConversationsClassification":68.22,"TweetSentimentExtractionClassification":59.19}
{"index":80,"Rank":163,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Mihaiii\/Wartortle\">Wartortle<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":65.72,"AmazonCounterfactualClassification (en)":70.4,"AmazonPolarityClassification":82.04,"AmazonReviewsClassification (en)":42.41,"Banking77Classification":71.07,"EmotionClassification":46.78,"ImdbClassification":74.6,"MassiveIntentClassification (en)":62.27,"MassiveScenarioClassification (en)":68.22,"MTOPDomainClassification (en)":88.24,"MTOPIntentClassification (en)":54.94,"ToxicConversationsClassification":65.15,"TweetSentimentExtractionClassification":62.54}
{"index":111,"Rank":164,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Snowflake\/snowflake-arctic-embed-s\">snowflake-arctic-embed-s<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":65.65,"AmazonCounterfactualClassification (en)":71.18,"AmazonPolarityClassification":78.75,"AmazonReviewsClassification (en)":38.26,"Banking77Classification":79.12,"EmotionClassification":45.77,"ImdbClassification":69.49,"MassiveIntentClassification (en)":64.76,"MassiveScenarioClassification (en)":70.05,"MTOPDomainClassification (en)":90.94,"MTOPIntentClassification (en)":58.63,"ToxicConversationsClassification":61.96,"TweetSentimentExtractionClassification":58.9}
{"index":290,"Rank":165,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/yixuan-chia\/snowflake-arctic-embed-s-Q8_0-GGUF\">snowflake-arctic-embed-s-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":65.65,"AmazonCounterfactualClassification (en)":71.18,"AmazonPolarityClassification":78.75,"AmazonReviewsClassification (en)":38.26,"Banking77Classification":79.12,"EmotionClassification":45.77,"ImdbClassification":69.49,"MassiveIntentClassification (en)":64.76,"MassiveScenarioClassification (en)":70.05,"MTOPDomainClassification (en)":90.94,"MTOPIntentClassification (en)":58.63,"ToxicConversationsClassification":61.96,"TweetSentimentExtractionClassification":58.9}
{"index":247,"Rank":166,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/gtr-t5-base\">gtr-t5-base<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":65.25,"AmazonCounterfactualClassification (en)":69.33,"AmazonPolarityClassification":67.82,"AmazonReviewsClassification (en)":38.48,"Banking77Classification":79.26,"EmotionClassification":42.2,"ImdbClassification":65.99,"MassiveIntentClassification (en)":67.05,"MassiveScenarioClassification (en)":75.4,"MTOPDomainClassification (en)":92.42,"MTOPIntentClassification (en)":62.44,"ToxicConversationsClassification":66.6,"TweetSentimentExtractionClassification":56.02}
{"index":242,"Rank":167,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-mpnet-base-v2\">all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":65.03,"AmazonCounterfactualClassification (en)":65.03,"AmazonPolarityClassification":67.14,"AmazonReviewsClassification (en)":31.44,"Banking77Classification":81.7,"EmotionClassification":42.22,"ImdbClassification":71.17,"MassiveIntentClassification (en)":69.76,"MassiveScenarioClassification (en)":75.67,"MTOPDomainClassification (en)":91.89,"MTOPIntentClassification (en)":68.27,"ToxicConversationsClassification":61.05,"TweetSentimentExtractionClassification":55.05}
{"index":78,"Rank":168,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Mihaiii\/Squirtle\">Squirtle<\/a>","Model Size (Million Parameters)":16,"Memory Usage (GB, fp32)":0.06,"Average":64.86,"AmazonCounterfactualClassification (en)":69.6,"AmazonPolarityClassification":82.09,"AmazonReviewsClassification (en)":41.94,"Banking77Classification":67.13,"EmotionClassification":45.79,"ImdbClassification":74.95,"MassiveIntentClassification (en)":61.52,"MassiveScenarioClassification (en)":67.04,"MTOPDomainClassification (en)":87.27,"MTOPIntentClassification (en)":54.66,"ToxicConversationsClassification":64.47,"TweetSentimentExtractionClassification":61.8}
{"index":67,"Rank":169,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ManiShankar-AlpesAi\/paraphrase-multilingual-mpnet-base-v2-KE_Sieve\">paraphrase-multilingual-mpnet-base-v2-KE_Sieve<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":64.85,"AmazonCounterfactualClassification (en)":79.06,"AmazonPolarityClassification":70.19,"AmazonReviewsClassification (en)":34.29,"Banking77Classification":75.89,"EmotionClassification":40.26,"ImdbClassification":61.14,"MassiveIntentClassification (en)":65.6,"MassiveScenarioClassification (en)":70.37,"MTOPDomainClassification (en)":87.22,"MTOPIntentClassification (en)":69.45,"ToxicConversationsClassification":70.26,"TweetSentimentExtractionClassification":54.49}
{"index":251,"Rank":170,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/msmarco-bert-co-condensor\">msmarco-bert-co-condensor<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":64.71,"AmazonCounterfactualClassification (en)":64.06,"AmazonPolarityClassification":66.88,"AmazonReviewsClassification (en)":34.85,"Banking77Classification":82.35,"EmotionClassification":41.91,"ImdbClassification":60.17,"MassiveIntentClassification (en)":70.4,"MassiveScenarioClassification (en)":73.73,"MTOPDomainClassification (en)":91.34,"MTOPIntentClassification (en)":71.07,"ToxicConversationsClassification":64.01,"TweetSentimentExtractionClassification":55.74}
{"index":246,"Rank":171,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/distiluse-base-multilingual-cased-v2\">distiluse-base-multilingual-cased-v2<\/a>","Model Size (Million Parameters)":135,"Memory Usage (GB, fp32)":0.5,"Average":64.67,"AmazonCounterfactualClassification (en)":71.81,"AmazonPolarityClassification":68.0,"AmazonReviewsClassification (en)":35.45,"Banking77Classification":71.48,"EmotionClassification":40.04,"ImdbClassification":61.52,"MassiveIntentClassification (en)":66.71,"MassiveScenarioClassification (en)":74.0,"MTOPDomainClassification (en)":91.59,"MTOPIntentClassification (en)":66.4,"ToxicConversationsClassification":69.09,"TweetSentimentExtractionClassification":59.97}
{"index":86,"Rank":172,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Mihaiii\/test25\">test25<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":64.56,"AmazonCounterfactualClassification (en)":69.57,"AmazonPolarityClassification":74.74,"AmazonReviewsClassification (en)":35.36,"Banking77Classification":77.51,"EmotionClassification":39.09,"ImdbClassification":67.87,"MassiveIntentClassification (en)":65.15,"MassiveScenarioClassification (en)":70.75,"MTOPDomainClassification (en)":89.98,"MTOPIntentClassification (en)":66.43,"ToxicConversationsClassification":64.01,"TweetSentimentExtractionClassification":54.26}
{"index":273,"Rank":173,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/vprelovac\/universal-sentence-encoder-4\">universal-sentence-encoder-4<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":64.45,"AmazonCounterfactualClassification (en)":70.67,"AmazonPolarityClassification":67.73,"AmazonReviewsClassification (en)":32.62,"Banking77Classification":74.12,"EmotionClassification":38.64,"ImdbClassification":68.43,"MassiveIntentClassification (en)":67.23,"MassiveScenarioClassification (en)":72.79,"MTOPDomainClassification (en)":90.12,"MTOPIntentClassification (en)":65.0,"ToxicConversationsClassification":68.99,"TweetSentimentExtractionClassification":57.01}
{"index":253,"Rank":174,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/paraphrase-multilingual-MiniLM-L12-v2\">paraphrase-multilingual-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":64.31,"AmazonCounterfactualClassification (en)":71.57,"AmazonPolarityClassification":69.21,"AmazonReviewsClassification (en)":35.11,"Banking77Classification":79.77,"EmotionClassification":42.37,"ImdbClassification":60.46,"MassiveIntentClassification (en)":66.89,"MassiveScenarioClassification (en)":71.54,"MTOPDomainClassification (en)":87.06,"MTOPIntentClassification (en)":65.52,"ToxicConversationsClassification":66.07,"TweetSentimentExtractionClassification":56.12}
{"index":205,"Rank":175,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/mgoin\/all-MiniLM-L6-v2-ds\">all-MiniLM-L6-v2-ds<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":63.67,"AmazonCounterfactualClassification (en)":61.99,"AmazonPolarityClassification":64.75,"AmazonReviewsClassification (en)":29.79,"Banking77Classification":82.92,"EmotionClassification":40.56,"ImdbClassification":61.71,"MassiveIntentClassification (en)":68.72,"MassiveScenarioClassification (en)":74.39,"MTOPDomainClassification (en)":91.45,"MTOPIntentClassification (en)":70.03,"ToxicConversationsClassification":65.33,"TweetSentimentExtractionClassification":52.41}
{"index":85,"Rank":176,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Mihaiii\/test24\">test24<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":63.54,"AmazonCounterfactualClassification (en)":66.84,"AmazonPolarityClassification":70.48,"AmazonReviewsClassification (en)":33.65,"Banking77Classification":78.04,"EmotionClassification":39.18,"ImdbClassification":65.14,"MassiveIntentClassification (en)":65.32,"MassiveScenarioClassification (en)":70.51,"MTOPDomainClassification (en)":89.27,"MTOPIntentClassification (en)":65.36,"ToxicConversationsClassification":63.92,"TweetSentimentExtractionClassification":54.8}
{"index":275,"Rank":177,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/vprelovac\/universal-sentence-encoder-multilingual-3\">universal-sentence-encoder-multilingual-3<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":63.42,"AmazonCounterfactualClassification (en)":69.84,"AmazonPolarityClassification":65.24,"AmazonReviewsClassification (en)":33.95,"Banking77Classification":72.79,"EmotionClassification":35.6,"ImdbClassification":66.32,"MassiveIntentClassification (en)":66.12,"MassiveScenarioClassification (en)":73.74,"MTOPDomainClassification (en)":90.4,"MTOPIntentClassification (en)":62.28,"ToxicConversationsClassification":67.56,"TweetSentimentExtractionClassification":57.24}
{"index":156,"Rank":178,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/facebook\/SONAR\">SONAR<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":63.42,"AmazonCounterfactualClassification (en)":81.49,"AmazonPolarityClassification":62.73,"AmazonReviewsClassification (en)":31.55,"Banking77Classification":73.5,"EmotionClassification":38.29,"ImdbClassification":55.75,"MassiveIntentClassification (en)":64.37,"MassiveScenarioClassification (en)":69.05,"MTOPDomainClassification (en)":89.92,"MTOPIntentClassification (en)":70.85,"ToxicConversationsClassification":67.28,"TweetSentimentExtractionClassification":56.23}
{"index":240,"Rank":179,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-MiniLM-L12-v2\">all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Average":63.21,"AmazonCounterfactualClassification (en)":65.28,"AmazonPolarityClassification":62.98,"AmazonReviewsClassification (en)":30.79,"Banking77Classification":80.4,"EmotionClassification":41.17,"ImdbClassification":59.76,"MassiveIntentClassification (en)":67.15,"MassiveScenarioClassification (en)":74.58,"MTOPDomainClassification (en)":91.9,"MTOPIntentClassification (en)":62.84,"ToxicConversationsClassification":67.47,"TweetSentimentExtractionClassification":54.25}
{"index":272,"Rank":180,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/twadada\/tst2\">tst2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":63.05,"AmazonCounterfactualClassification (en)":65.69,"AmazonPolarityClassification":67.01,"AmazonReviewsClassification (en)":33.23,"Banking77Classification":72.47,"EmotionClassification":46.51,"ImdbClassification":68.33,"MassiveIntentClassification (en)":62.09,"MassiveScenarioClassification (en)":71.3,"MTOPDomainClassification (en)":87.56,"MTOPIntentClassification (en)":55.54,"ToxicConversationsClassification":71.16,"TweetSentimentExtractionClassification":55.77}
{"index":112,"Rank":181,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Snowflake\/snowflake-arctic-embed-xs\">snowflake-arctic-embed-xs<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Average":62.94,"AmazonCounterfactualClassification (en)":65.09,"AmazonPolarityClassification":70.04,"AmazonReviewsClassification (en)":35.34,"Banking77Classification":76.37,"EmotionClassification":41.84,"ImdbClassification":62.8,"MassiveIntentClassification (en)":63.51,"MassiveScenarioClassification (en)":71.01,"MTOPDomainClassification (en)":90.8,"MTOPIntentClassification (en)":58.01,"ToxicConversationsClassification":64.31,"TweetSentimentExtractionClassification":56.19}
{"index":81,"Rank":182,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Mihaiii\/gte-micro\">gte-micro<\/a>","Model Size (Million Parameters)":17,"Memory Usage (GB, fp32)":0.06,"Average":62.81,"AmazonCounterfactualClassification (en)":68.82,"AmazonPolarityClassification":77.12,"AmazonReviewsClassification (en)":40.94,"Banking77Classification":69.56,"EmotionClassification":46.22,"ImdbClassification":62.17,"MassiveIntentClassification (en)":59.03,"MassiveScenarioClassification (en)":66.59,"MTOPDomainClassification (en)":86.69,"MTOPIntentClassification (en)":49.7,"ToxicConversationsClassification":66.1,"TweetSentimentExtractionClassification":60.78}
{"index":239,"Rank":183,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/LaBSE\">LaBSE<\/a>","Model Size (Million Parameters)":471,"Memory Usage (GB, fp32)":1.75,"Average":62.71,"AmazonCounterfactualClassification (en)":75.93,"AmazonPolarityClassification":68.95,"AmazonReviewsClassification (en)":35.8,"Banking77Classification":69.85,"EmotionClassification":37.22,"ImdbClassification":62.04,"MassiveIntentClassification (en)":61.46,"MassiveScenarioClassification (en)":66.41,"MTOPDomainClassification (en)":86.06,"MTOPIntentClassification (en)":63.03,"ToxicConversationsClassification":66.9,"TweetSentimentExtractionClassification":58.82}
{"index":241,"Rank":184,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/all-MiniLM-L6-v2\">all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":62.62,"AmazonCounterfactualClassification (en)":63.64,"AmazonPolarityClassification":64.26,"AmazonReviewsClassification (en)":30.85,"Banking77Classification":80.04,"EmotionClassification":40.83,"ImdbClassification":61.76,"MassiveIntentClassification (en)":66.94,"MassiveScenarioClassification (en)":73.81,"MTOPDomainClassification (en)":91.68,"MTOPIntentClassification (en)":61.55,"ToxicConversationsClassification":62.09,"TweetSentimentExtractionClassification":54.04}
{"index":230,"Rank":185,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/princeton-nlp\/unsup-simcse-bert-base-uncased\">unsup-simcse-bert-base-uncased<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":62.5,"AmazonCounterfactualClassification (en)":67.09,"AmazonPolarityClassification":74.48,"AmazonReviewsClassification (en)":33.85,"Banking77Classification":73.55,"EmotionClassification":42.22,"ImdbClassification":69.63,"MassiveIntentClassification (en)":59.84,"MassiveScenarioClassification (en)":66.25,"MTOPDomainClassification (en)":81.71,"MTOPIntentClassification (en)":59.23,"ToxicConversationsClassification":68.82,"TweetSentimentExtractionClassification":53.36}
{"index":261,"Rank":186,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/shibing624\/text2vec-base-multilingual\">text2vec-base-multilingual<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":62.23,"AmazonCounterfactualClassification (en)":70.97,"AmazonPolarityClassification":66.1,"AmazonReviewsClassification (en)":33.13,"Banking77Classification":78.08,"EmotionClassification":43.35,"ImdbClassification":59.35,"MassiveIntentClassification (en)":63.83,"MassiveScenarioClassification (en)":66.96,"MTOPDomainClassification (en)":81.05,"MTOPIntentClassification (en)":62.79,"ToxicConversationsClassification":65.97,"TweetSentimentExtractionClassification":55.22}
{"index":151,"Rank":187,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/djovak\/multi-qa-MiniLM-L6-cos-v1\">multi-qa-MiniLM-L6-cos-v1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Average":61.67,"AmazonCounterfactualClassification (en)":61.79,"AmazonPolarityClassification":62.36,"AmazonReviewsClassification (en)":29.59,"Banking77Classification":78.6,"EmotionClassification":39.6,"ImdbClassification":61.22,"MassiveIntentClassification (en)":66.78,"MassiveScenarioClassification (en)":73.78,"MTOPDomainClassification (en)":89.97,"MTOPIntentClassification (en)":59.57,"ToxicConversationsClassification":65.12,"TweetSentimentExtractionClassification":51.63}
{"index":133,"Rank":188,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/bert-base-uncased\">bert-base-uncased<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":61.66,"AmazonCounterfactualClassification (en)":74.25,"AmazonPolarityClassification":71.33,"AmazonReviewsClassification (en)":33.56,"Banking77Classification":63.41,"EmotionClassification":35.28,"ImdbClassification":65.35,"MassiveIntentClassification (en)":59.88,"MassiveScenarioClassification (en)":64.28,"MTOPDomainClassification (en)":82.63,"MTOPIntentClassification (en)":68.14,"ToxicConversationsClassification":70.0,"TweetSentimentExtractionClassification":51.81}
{"index":89,"Rank":189,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Muennighoff\/SGPT-125M-weightedmean-nli-bitfit\">SGPT-125M-weightedmean-nli-bitfit<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":61.46,"AmazonCounterfactualClassification (en)":65.88,"AmazonPolarityClassification":74.94,"AmazonReviewsClassification (en)":35.1,"Banking77Classification":74.68,"EmotionClassification":42.23,"ImdbClassification":62.9,"MassiveIntentClassification (en)":58.08,"MassiveScenarioClassification (en)":66.34,"MTOPDomainClassification (en)":81.52,"MTOPIntentClassification (en)":58.24,"ToxicConversationsClassification":62.79,"TweetSentimentExtractionClassification":54.82}
{"index":144,"Rank":190,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/consciousAI\/cai-stellaris-text-embeddings\">cai-stellaris-text-embeddings<\/a>","Model Size (Million Parameters)":53,"Memory Usage (GB, fp32)":0.2,"Average":61.44,"AmazonCounterfactualClassification (en)":64.87,"AmazonPolarityClassification":65.17,"AmazonReviewsClassification (en)":31.02,"Banking77Classification":74.12,"EmotionClassification":36.71,"ImdbClassification":66.9,"MassiveIntentClassification (en)":61.95,"MassiveScenarioClassification (en)":70.2,"MTOPDomainClassification (en)":89.13,"MTOPIntentClassification (en)":62.62,"ToxicConversationsClassification":63.57,"TweetSentimentExtractionClassification":51.04}
{"index":271,"Rank":191,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/twadada\/tst\">tst<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":61.37,"AmazonCounterfactualClassification (en)":76.09,"AmazonPolarityClassification":64.51,"AmazonReviewsClassification (en)":32.07,"Banking77Classification":70.88,"EmotionClassification":32.77,"ImdbClassification":62.15,"MassiveIntentClassification (en)":61.44,"MassiveScenarioClassification (en)":66.07,"MTOPDomainClassification (en)":85.0,"MTOPIntentClassification (en)":68.76,"ToxicConversationsClassification":67.81,"TweetSentimentExtractionClassification":48.92}
{"index":270,"Rank":192,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/twadada\/s2v\">s2v<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":61.16,"AmazonCounterfactualClassification (en)":77.18,"AmazonPolarityClassification":65.32,"AmazonReviewsClassification (en)":33.12,"Banking77Classification":66.53,"EmotionClassification":32.64,"ImdbClassification":62.49,"MassiveIntentClassification (en)":58.75,"MassiveScenarioClassification (en)":67.17,"MTOPDomainClassification (en)":87.93,"MTOPIntentClassification (en)":62.35,"ToxicConversationsClassification":69.05,"TweetSentimentExtractionClassification":51.33}
{"index":88,"Rank":193,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Muennighoff\/SGPT-125M-weightedmean-msmarco-specb-bitfit\">SGPT-125M-weightedmean-msmarco-specb-bitfit<\/a>","Model Size (Million Parameters)":138,"Memory Usage (GB, fp32)":0.51,"Average":60.72,"AmazonCounterfactualClassification (en)":61.24,"AmazonPolarityClassification":65.4,"AmazonReviewsClassification (en)":31.17,"Banking77Classification":77.7,"EmotionClassification":39.08,"ImdbClassification":58.67,"MassiveIntentClassification (en)":61.41,"MassiveScenarioClassification (en)":69.74,"MTOPDomainClassification (en)":86.96,"MTOPIntentClassification (en)":62.25,"ToxicConversationsClassification":62.66,"TweetSentimentExtractionClassification":52.41}
{"index":186,"Rank":194,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/jinaai\/jina-embedding-s-en-v1\">jina-embedding-s-en-v1<\/a>","Model Size (Million Parameters)":35,"Memory Usage (GB, fp32)":0.13,"Average":60.56,"AmazonCounterfactualClassification (en)":64.82,"AmazonPolarityClassification":64.28,"AmazonReviewsClassification (en)":30.62,"Banking77Classification":74.64,"EmotionClassification":36.08,"ImdbClassification":58.71,"MassiveIntentClassification (en)":64.67,"MassiveScenarioClassification (en)":71.79,"MTOPDomainClassification (en)":88.82,"MTOPIntentClassification (en)":58.61,"ToxicConversationsClassification":59.44,"TweetSentimentExtractionClassification":54.26}
{"index":245,"Rank":195,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/average_word_embeddings_komninos\">komninos<\/a>","Model Size (Million Parameters)":134,"Memory Usage (GB, fp32)":0.5,"Average":57.65,"AmazonCounterfactualClassification (en)":60.54,"AmazonPolarityClassification":59.59,"AmazonReviewsClassification (en)":31.01,"Banking77Classification":67.05,"EmotionClassification":33.18,"ImdbClassification":63.98,"MassiveIntentClassification (en)":57.21,"MassiveScenarioClassification (en)":66.11,"MTOPDomainClassification (en)":78.57,"MTOPIntentClassification (en)":57.07,"ToxicConversationsClassification":67.76,"TweetSentimentExtractionClassification":49.68}
{"index":244,"Rank":196,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/average_word_embeddings_glove.6B.300d\">glove.6B.300d<\/a>","Model Size (Million Parameters)":120,"Memory Usage (GB, fp32)":0.45,"Average":57.29,"AmazonCounterfactualClassification (en)":56.91,"AmazonPolarityClassification":60.32,"AmazonReviewsClassification (en)":29.67,"Banking77Classification":67.69,"EmotionClassification":36.93,"ImdbClassification":62.57,"MassiveIntentClassification (en)":56.19,"MassiveScenarioClassification (en)":66.03,"MTOPDomainClassification (en)":79.11,"MTOPIntentClassification (en)":55.85,"ToxicConversationsClassification":65.4,"TweetSentimentExtractionClassification":50.8}
{"index":11,"Rank":197,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/github.com\/facebookresearch\/LASER\">LASER2<\/a>","Model Size (Million Parameters)":43,"Memory Usage (GB, fp32)":0.16,"Average":53.18,"AmazonCounterfactualClassification (en)":76.84,"AmazonPolarityClassification":61.01,"AmazonReviewsClassification (en)":28.71,"Banking77Classification":57.76,"EmotionClassification":24.83,"ImdbClassification":57.58,"MassiveIntentClassification (en)":47.91,"MassiveScenarioClassification (en)":55.92,"MTOPDomainClassification (en)":75.36,"MTOPIntentClassification (en)":49.47,"ToxicConversationsClassification":54.05,"TweetSentimentExtractionClassification":48.73}
{"index":243,"Rank":198,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sentence-transformers\/allenai-specter\">allenai-specter<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Average":52.37,"AmazonCounterfactualClassification (en)":58.7,"AmazonPolarityClassification":57.77,"AmazonReviewsClassification (en)":26.26,"Banking77Classification":66.66,"EmotionClassification":24.82,"ImdbClassification":56.35,"MassiveIntentClassification (en)":51.73,"MassiveScenarioClassification (en)":58.58,"MTOPDomainClassification (en)":74.53,"MTOPIntentClassification (en)":50.05,"ToxicConversationsClassification":57.44,"TweetSentimentExtractionClassification":45.52}
{"index":269,"Rank":199,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/thtang\/ALL_862873\">ALL_862873<\/a>","Model Size (Million Parameters)":118,"Memory Usage (GB, fp32)":0.44,"Average":41.73,"AmazonCounterfactualClassification (en)":50.81,"AmazonPolarityClassification":52.57,"AmazonReviewsClassification (en)":22.63,"Banking77Classification":36.43,"EmotionClassification":22.75,"ImdbClassification":50.76,"MassiveIntentClassification (en)":34.33,"MassiveScenarioClassification (en)":44.13,"MTOPDomainClassification (en)":61.03,"MTOPIntentClassification (en)":29.68,"ToxicConversationsClassification":54.93,"TweetSentimentExtractionClassification":40.75}
{"index":2,"Rank":200,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/docs.aws.amazon.com\/bedrock\/latest\/userguide\/embeddings.html\">titan-embed-text-v1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonCounterfactualClassification (en)":61.85,"AmazonPolarityClassification":"","AmazonReviewsClassification (en)":"","Banking77Classification":83.21,"EmotionClassification":"","ImdbClassification":"","MassiveIntentClassification (en)":"","MassiveScenarioClassification (en)":"","MTOPDomainClassification (en)":"","MTOPIntentClassification (en)":"","ToxicConversationsClassification":"","TweetSentimentExtractionClassification":""}
{"index":32,"Rank":211,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ClayAtlas\/winberta-base\">winberta-base<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonCounterfactualClassification (en)":69.91,"AmazonPolarityClassification":72.95,"AmazonReviewsClassification (en)":"","Banking77Classification":64.12,"EmotionClassification":31.51,"ImdbClassification":65.17,"MassiveIntentClassification (en)":60.48,"MassiveScenarioClassification (en)":68.76,"MTOPDomainClassification (en)":81.21,"MTOPIntentClassification (en)":51.56,"ToxicConversationsClassification":65.65,"TweetSentimentExtractionClassification":57.41}
{"index":33,"Rank":212,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ClayAtlas\/winberta-large\">winberta-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonCounterfactualClassification (en)":"","AmazonPolarityClassification":"","AmazonReviewsClassification (en)":"","Banking77Classification":"","EmotionClassification":"","ImdbClassification":"","MassiveIntentClassification (en)":53.41,"MassiveScenarioClassification (en)":61.78,"MTOPDomainClassification (en)":"","MTOPIntentClassification (en)":"","ToxicConversationsClassification":"","TweetSentimentExtractionClassification":""}
{"index":34,"Rank":213,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/ClayAtlas\/windberta-large\">windberta-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonCounterfactualClassification (en)":"","AmazonPolarityClassification":"","AmazonReviewsClassification (en)":"","Banking77Classification":"","EmotionClassification":"","ImdbClassification":"","MassiveIntentClassification (en)":54.76,"MassiveScenarioClassification (en)":63.42,"MTOPDomainClassification (en)":"","MTOPIntentClassification (en)":"","ToxicConversationsClassification":"","TweetSentimentExtractionClassification":""}
{"index":42,"Rank":217,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Forbu14\/openai_clip_embeddings\">openai_clip_embeddings<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonCounterfactualClassification (en)":57.49,"AmazonPolarityClassification":"","AmazonReviewsClassification (en)":30.59,"Banking77Classification":73.42,"EmotionClassification":33.62,"ImdbClassification":56.17,"MassiveIntentClassification (en)":62.96,"MassiveScenarioClassification (en)":71.47,"MTOPDomainClassification (en)":87.07,"MTOPIntentClassification (en)":61.96,"ToxicConversationsClassification":"","TweetSentimentExtractionClassification":49.34}
{"index":56,"Rank":228,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Jaume\/gemma-2b-embeddings\">gemma-2b-embeddings<\/a>","Model Size (Million Parameters)":2506,"Memory Usage (GB, fp32)":9.34,"Average":"","AmazonCounterfactualClassification (en)":67.49,"AmazonPolarityClassification":"","AmazonReviewsClassification (en)":34.9,"Banking77Classification":"","EmotionClassification":"","ImdbClassification":"","MassiveIntentClassification (en)":"","MassiveScenarioClassification (en)":"","MTOPDomainClassification (en)":"","MTOPIntentClassification (en)":"","ToxicConversationsClassification":"","TweetSentimentExtractionClassification":""}
{"index":105,"Rank":239,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Shimin\/LLaMA-embeeding\">LLaMA-embeeding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonCounterfactualClassification (en)":84.82,"AmazonPolarityClassification":76.88,"AmazonReviewsClassification (en)":36.72,"Banking77Classification":"","EmotionClassification":41.93,"ImdbClassification":"","MassiveIntentClassification (en)":65.91,"MassiveScenarioClassification (en)":67.62,"MTOPDomainClassification (en)":87.95,"MTOPIntentClassification (en)":78.43,"ToxicConversationsClassification":"","TweetSentimentExtractionClassification":56.28}
{"index":106,"Rank":240,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Shimin\/yiyouliao\">yiyouliao<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonCounterfactualClassification (en)":74.78,"AmazonPolarityClassification":71.89,"AmazonReviewsClassification (en)":36.7,"Banking77Classification":81.37,"EmotionClassification":42.6,"ImdbClassification":63.96,"MassiveIntentClassification (en)":68.56,"MassiveScenarioClassification (en)":74.15,"MTOPDomainClassification (en)":90.19,"MTOPIntentClassification (en)":69.5,"ToxicConversationsClassification":69.85,"TweetSentimentExtractionClassification":""}
{"index":110,"Rank":241,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/Snowflake\/snowflake-arctic-embed-m-v1.5\">snowflake-arctic-embed-m-v1.5<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":"","AmazonCounterfactualClassification (en)":68.3,"AmazonPolarityClassification":"","AmazonReviewsClassification (en)":46.27,"Banking77Classification":"","EmotionClassification":"","ImdbClassification":"","MassiveIntentClassification (en)":66.69,"MassiveScenarioClassification (en)":73.06,"MTOPDomainClassification (en)":91.36,"MTOPIntentClassification (en)":60.64,"ToxicConversationsClassification":"","TweetSentimentExtractionClassification":""}
{"index":119,"Rank":244,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/YanshekWoo\/EminEmbed\">EminEmbed<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonCounterfactualClassification (en)":67.79,"AmazonPolarityClassification":"","AmazonReviewsClassification (en)":48.48,"Banking77Classification":"","EmotionClassification":"","ImdbClassification":"","MassiveIntentClassification (en)":66.09,"MassiveScenarioClassification (en)":72.55,"MTOPDomainClassification (en)":90.15,"MTOPIntentClassification (en)":57.92,"ToxicConversationsClassification":"","TweetSentimentExtractionClassification":""}
{"index":137,"Rank":249,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/brahmairesearch\/slx-v0.1\">slx-v0.1<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Average":"","AmazonCounterfactualClassification (en)":61.46,"AmazonPolarityClassification":"","AmazonReviewsClassification (en)":30.3,"Banking77Classification":"","EmotionClassification":"","ImdbClassification":"","MassiveIntentClassification (en)":67.94,"MassiveScenarioClassification (en)":73.91,"MTOPDomainClassification (en)":91.97,"MTOPIntentClassification (en)":63.3,"ToxicConversationsClassification":"","TweetSentimentExtractionClassification":""}
{"index":140,"Rank":250,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/cointegrated\/LaBSE-en-ru\">LaBSE-en-ru<\/a>","Model Size (Million Parameters)":129,"Memory Usage (GB, fp32)":0.48,"Average":"","AmazonCounterfactualClassification (en)":"","AmazonPolarityClassification":"","AmazonReviewsClassification (en)":"","Banking77Classification":"","EmotionClassification":"","ImdbClassification":"","MassiveIntentClassification (en)":60.48,"MassiveScenarioClassification (en)":65.43,"MTOPDomainClassification (en)":"","MTOPIntentClassification (en)":"","ToxicConversationsClassification":"","TweetSentimentExtractionClassification":""}
{"index":209,"Rank":273,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/mukaj\/fin-mpnet-base\">fin-mpnet-base<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Average":"","AmazonCounterfactualClassification (en)":"","AmazonPolarityClassification":"","AmazonReviewsClassification (en)":29.13,"Banking77Classification":80.25,"EmotionClassification":"","ImdbClassification":"","MassiveIntentClassification (en)":"","MassiveScenarioClassification (en)":"","MTOPDomainClassification (en)":"","MTOPIntentClassification (en)":"","ToxicConversationsClassification":"","TweetSentimentExtractionClassification":""}
{"index":212,"Rank":274,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/neuralmagic\/bge-large-en-v1.5-quant\">bge-large-en-v1.5-quant<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonCounterfactualClassification (en)":75.54,"AmazonPolarityClassification":"","AmazonReviewsClassification (en)":"","Banking77Classification":"","EmotionClassification":"","ImdbClassification":"","MassiveIntentClassification (en)":"","MassiveScenarioClassification (en)":"","MTOPDomainClassification (en)":"","MTOPIntentClassification (en)":"","ToxicConversationsClassification":"","TweetSentimentExtractionClassification":""}
{"index":226,"Rank":276,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/nvidia\/NV-Embed-v2\">NV-Embed-v2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonCounterfactualClassification (en)":94.28,"AmazonPolarityClassification":"","AmazonReviewsClassification (en)":63.96,"Banking77Classification":"","EmotionClassification":"","ImdbClassification":"","MassiveIntentClassification (en)":86.1,"MassiveScenarioClassification (en)":92.17,"MTOPDomainClassification (en)":99.25,"MTOPIntentClassification (en)":94.37,"ToxicConversationsClassification":"","TweetSentimentExtractionClassification":""}
{"index":260,"Rank":287,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/sergeyzh\/rubert-tiny-turbo\">rubert-tiny-turbo<\/a>","Model Size (Million Parameters)":29,"Memory Usage (GB, fp32)":0.11,"Average":"","AmazonCounterfactualClassification (en)":"","AmazonPolarityClassification":68.36,"AmazonReviewsClassification (en)":"","Banking77Classification":59.86,"EmotionClassification":29.5,"ImdbClassification":58.36,"MassiveIntentClassification (en)":50.16,"MassiveScenarioClassification (en)":61.29,"MTOPDomainClassification (en)":"","MTOPIntentClassification (en)":"","ToxicConversationsClassification":57.77,"TweetSentimentExtractionClassification":55.3}
{"index":278,"Rank":290,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/w601sxs\/b1ade-embed-kd\">b1ade-embed-kd<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":"","AmazonCounterfactualClassification (en)":"","AmazonPolarityClassification":80.3,"AmazonReviewsClassification (en)":"","Banking77Classification":85.19,"EmotionClassification":48.22,"ImdbClassification":69.87,"MassiveIntentClassification (en)":"","MassiveScenarioClassification (en)":"","MTOPDomainClassification (en)":"","MTOPIntentClassification (en)":"","ToxicConversationsClassification":75.01,"TweetSentimentExtractionClassification":61.8}
{"index":279,"Rank":291,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/w601sxs\/b1ade-embed-kd_3\">b1ade-embed-kd_3<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Average":"","AmazonCounterfactualClassification (en)":"","AmazonPolarityClassification":0.86,"AmazonReviewsClassification (en)":"","Banking77Classification":0.81,"EmotionClassification":0.48,"ImdbClassification":0.74,"MassiveIntentClassification (en)":"","MassiveScenarioClassification (en)":"","MTOPDomainClassification (en)":"","MTOPIntentClassification (en)":"","ToxicConversationsClassification":0.69,"TweetSentimentExtractionClassification":0.61}
{"index":284,"Rank":295,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/yessilver\/new_model\">new_model<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonCounterfactualClassification (en)":76.66,"AmazonPolarityClassification":"","AmazonReviewsClassification (en)":46.43,"Banking77Classification":73.74,"EmotionClassification":47.44,"ImdbClassification":79.55,"MassiveIntentClassification (en)":65.61,"MassiveScenarioClassification (en)":71.05,"MTOPDomainClassification (en)":90.48,"MTOPIntentClassification (en)":58.11,"ToxicConversationsClassification":63.53,"TweetSentimentExtractionClassification":61.77}
{"index":285,"Rank":296,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/yishan-wang\/snowflake-arctic-embed-m-v1.5-Q8_0-GGUF\">snowflake-arctic-embed-m-v1.5-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonCounterfactualClassification (en)":68.3,"AmazonPolarityClassification":"","AmazonReviewsClassification (en)":46.27,"Banking77Classification":"","EmotionClassification":"","ImdbClassification":"","MassiveIntentClassification (en)":66.69,"MassiveScenarioClassification (en)":73.06,"MTOPDomainClassification (en)":91.36,"MTOPIntentClassification (en)":60.64,"ToxicConversationsClassification":"","TweetSentimentExtractionClassification":""}
{"index":288,"Rank":297,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/yixuan-chia\/snowflake-arctic-embed-m-v1.5-Q4_K_M-GGUF\">snowflake-arctic-embed-m-v1.5-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonCounterfactualClassification (en)":68.3,"AmazonPolarityClassification":"","AmazonReviewsClassification (en)":46.27,"Banking77Classification":"","EmotionClassification":"","ImdbClassification":"","MassiveIntentClassification (en)":66.69,"MassiveScenarioClassification (en)":73.06,"MTOPDomainClassification (en)":91.36,"MTOPIntentClassification (en)":60.64,"ToxicConversationsClassification":"","TweetSentimentExtractionClassification":""}
{"index":289,"Rank":298,"Model":"<a target=\"_blank\" style=\"text-decoration: underline\" href=\"https:\/\/huggingface.co\/yixuan-chia\/snowflake-arctic-embed-m-v1.5-Q8_0-GGUF\">snowflake-arctic-embed-m-v1.5-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Average":"","AmazonCounterfactualClassification (en)":68.3,"AmazonPolarityClassification":"","AmazonReviewsClassification (en)":46.27,"Banking77Classification":"","EmotionClassification":"","ImdbClassification":"","MassiveIntentClassification (en)":66.69,"MassiveScenarioClassification (en)":73.06,"MTOPDomainClassification (en)":91.36,"MTOPIntentClassification (en)":60.64,"ToxicConversationsClassification":"","TweetSentimentExtractionClassification":""}