diff --git "a/all_data_tasks/3/default.jsonl" "b/all_data_tasks/3/default.jsonl"
--- "a/all_data_tasks/3/default.jsonl"
+++ "b/all_data_tasks/3/default.jsonl"
@@ -5,7 +5,7 @@
{"index":227,"Rank":5,"Model":"NV-Embed-v1<\/a>","Model Size (Million Parameters)":7851,"Memory Usage (GB, fp32)":29.25,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":60.54,"AskUbuntuDupQuestions":67.5,"MindSmallReranking":30.82,"SciDocsRR":87.26,"StackOverflowDupQuestions":56.58}
{"index":28,"Rank":6,"Model":"GritLM-7B-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":60.49,"AskUbuntuDupQuestions":67.34,"MindSmallReranking":31.81,"SciDocsRR":86.84,"StackOverflowDupQuestions":55.96}
{"index":46,"Rank":7,"Model":"GritLM-7B<\/a>","Model Size (Million Parameters)":7240,"Memory Usage (GB, fp32)":26.97,"Embedding Dimensions":"","Max Tokens":4096,"Average":60.48,"AskUbuntuDupQuestions":67.37,"MindSmallReranking":31.81,"SciDocsRR":86.82,"StackOverflowDupQuestions":55.94}
-{"index":236,"Rank":8,"Model":"TDTE<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":60.46,"AskUbuntuDupQuestions":66.73,"MindSmallReranking":32.51,"SciDocsRR":87.03,"StackOverflowDupQuestions":55.55}
+{"index":237,"Rank":8,"Model":"TDTE<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":60.46,"AskUbuntuDupQuestions":66.73,"MindSmallReranking":32.51,"SciDocsRR":87.03,"StackOverflowDupQuestions":55.55}
{"index":63,"Rank":9,"Model":"Linq-Embed-Mistral<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":60.29,"AskUbuntuDupQuestions":66.82,"MindSmallReranking":32.06,"SciDocsRR":86.4,"StackOverflowDupQuestions":55.89}
{"index":170,"Rank":10,"Model":"e5-mistral-7b-instruct<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":60.21,"AskUbuntuDupQuestions":66.98,"MindSmallReranking":32.59,"SciDocsRR":86.34,"StackOverflowDupQuestions":54.93}
{"index":153,"Rank":11,"Model":"stella_en_400M_v5<\/a>","Model Size (Million Parameters)":435,"Memory Usage (GB, fp32)":1.62,"Embedding Dimensions":8192,"Max Tokens":8192,"Average":60.16,"AskUbuntuDupQuestions":66.15,"MindSmallReranking":33.05,"SciDocsRR":88.44,"StackOverflowDupQuestions":52.99}
@@ -18,10 +18,10 @@
{"index":198,"Rank":18,"Model":"ember-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":60.04,"AskUbuntuDupQuestions":64.46,"MindSmallReranking":32.27,"SciDocsRR":87.56,"StackOverflowDupQuestions":55.85}
{"index":108,"Rank":19,"Model":"ember-v1-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":60.04,"AskUbuntuDupQuestions":64.46,"MindSmallReranking":32.27,"SciDocsRR":87.56,"StackOverflowDupQuestions":55.85}
{"index":23,"Rank":20,"Model":"bge-large-en-v1.5<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":60.03,"AskUbuntuDupQuestions":64.47,"MindSmallReranking":32.06,"SciDocsRR":87.63,"StackOverflowDupQuestions":55.95}
-{"index":237,"Rank":21,"Model":"bge-large-en-v1.5-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":60.03,"AskUbuntuDupQuestions":64.47,"MindSmallReranking":32.06,"SciDocsRR":87.63,"StackOverflowDupQuestions":55.95}
-{"index":238,"Rank":22,"Model":"bge-large-en-v1.5-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":60.03,"AskUbuntuDupQuestions":64.47,"MindSmallReranking":32.06,"SciDocsRR":87.63,"StackOverflowDupQuestions":55.95}
+{"index":238,"Rank":21,"Model":"bge-large-en-v1.5-Q4_K_M-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":60.03,"AskUbuntuDupQuestions":64.47,"MindSmallReranking":32.06,"SciDocsRR":87.63,"StackOverflowDupQuestions":55.95}
+{"index":239,"Rank":22,"Model":"bge-large-en-v1.5-Q8_0-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":60.03,"AskUbuntuDupQuestions":64.47,"MindSmallReranking":32.06,"SciDocsRR":87.63,"StackOverflowDupQuestions":55.95}
{"index":194,"Rank":23,"Model":"bge-large-en-v1.5<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":60.03,"AskUbuntuDupQuestions":64.47,"MindSmallReranking":32.06,"SciDocsRR":87.63,"StackOverflowDupQuestions":55.95}
-{"index":279,"Rank":24,"Model":"b1ade-embed<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":60.0,"AskUbuntuDupQuestions":64.42,"MindSmallReranking":32.78,"SciDocsRR":87.61,"StackOverflowDupQuestions":55.19}
+{"index":280,"Rank":24,"Model":"b1ade-embed<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":60.0,"AskUbuntuDupQuestions":64.42,"MindSmallReranking":32.78,"SciDocsRR":87.61,"StackOverflowDupQuestions":55.19}
{"index":16,"Rank":25,"Model":"gte-Qwen2-1.5B-instruct<\/a>","Model Size (Million Parameters)":1776,"Memory Usage (GB, fp32)":6.62,"Embedding Dimensions":1536,"Max Tokens":131072,"Average":59.98,"AskUbuntuDupQuestions":64.55,"MindSmallReranking":33.94,"SciDocsRR":86.52,"StackOverflowDupQuestions":54.91}
{"index":204,"Rank":26,"Model":"gte-Qwen2-1.5B-instruct-GGUF<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":59.98,"AskUbuntuDupQuestions":64.55,"MindSmallReranking":33.94,"SciDocsRR":86.52,"StackOverflowDupQuestions":54.91}
{"index":58,"Rank":27,"Model":"MUG-B-1.6<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":59.97,"AskUbuntuDupQuestions":64.29,"MindSmallReranking":32.66,"SciDocsRR":87.65,"StackOverflowDupQuestions":55.28}
@@ -33,11 +33,11 @@
{"index":25,"Rank":33,"Model":"bge-multilingual-gemma2<\/a>","Model Size (Million Parameters)":9242,"Memory Usage (GB, fp32)":34.43,"Embedding Dimensions":3584,"Max Tokens":8192,"Average":59.72,"AskUbuntuDupQuestions":64.59,"MindSmallReranking":31.79,"SciDocsRR":87.6,"StackOverflowDupQuestions":54.9}
{"index":71,"Rank":34,"Model":"LLM2Vec-Meta-Llama-3-supervised<\/a>","Model Size (Million Parameters)":7505,"Memory Usage (GB, fp32)":27.96,"Embedding Dimensions":4096,"Max Tokens":8192,"Average":59.68,"AskUbuntuDupQuestions":65.19,"MindSmallReranking":32.67,"SciDocsRR":86.05,"StackOverflowDupQuestions":54.82}
{"index":129,"Rank":35,"Model":"GIST-Embedding-v0<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":59.37,"AskUbuntuDupQuestions":62.69,"MindSmallReranking":32.36,"SciDocsRR":87.72,"StackOverflowDupQuestions":54.72}
-{"index":249,"Rank":36,"Model":"all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"Average":59.36,"AskUbuntuDupQuestions":65.85,"MindSmallReranking":30.97,"SciDocsRR":88.65,"StackOverflowDupQuestions":51.98}
-{"index":235,"Rank":37,"Model":"FUE-v1<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"Average":59.18,"AskUbuntuDupQuestions":66.82,"MindSmallReranking":31.37,"SciDocsRR":88.06,"StackOverflowDupQuestions":50.49}
-{"index":302,"Rank":38,"Model":"text-embedding-3-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":3072,"Max Tokens":8191,"Average":59.16,"AskUbuntuDupQuestions":65.03,"MindSmallReranking":29.86,"SciDocsRR":86.66,"StackOverflowDupQuestions":55.08}
-{"index":272,"Rank":39,"Model":"gte-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":59.13,"AskUbuntuDupQuestions":63.06,"MindSmallReranking":32.63,"SciDocsRR":87.2,"StackOverflowDupQuestions":53.63}
-{"index":288,"Rank":40,"Model":"Zeta-Alpha-E5-Mistral<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":59.02,"AskUbuntuDupQuestions":64.58,"MindSmallReranking":32.2,"SciDocsRR":85.16,"StackOverflowDupQuestions":54.15}
+{"index":250,"Rank":36,"Model":"all-mpnet-base-v2<\/a>","Model Size (Million Parameters)":110,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"Average":59.36,"AskUbuntuDupQuestions":65.85,"MindSmallReranking":30.97,"SciDocsRR":88.65,"StackOverflowDupQuestions":51.98}
+{"index":236,"Rank":37,"Model":"FUE-v1<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":514,"Average":59.18,"AskUbuntuDupQuestions":66.82,"MindSmallReranking":31.37,"SciDocsRR":88.06,"StackOverflowDupQuestions":50.49}
+{"index":303,"Rank":38,"Model":"text-embedding-3-large<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":3072,"Max Tokens":8191,"Average":59.16,"AskUbuntuDupQuestions":65.03,"MindSmallReranking":29.86,"SciDocsRR":86.66,"StackOverflowDupQuestions":55.08}
+{"index":273,"Rank":39,"Model":"gte-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":59.13,"AskUbuntuDupQuestions":63.06,"MindSmallReranking":32.63,"SciDocsRR":87.2,"StackOverflowDupQuestions":53.63}
+{"index":289,"Rank":40,"Model":"Zeta-Alpha-E5-Mistral<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":59.02,"AskUbuntuDupQuestions":64.58,"MindSmallReranking":32.2,"SciDocsRR":85.16,"StackOverflowDupQuestions":54.15}
{"index":212,"Rank":41,"Model":"bge-base-en-v1.5-quant<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":58.94,"AskUbuntuDupQuestions":62.39,"MindSmallReranking":31.89,"SciDocsRR":87.05,"StackOverflowDupQuestions":54.45}
{"index":209,"Rank":42,"Model":"mxbai-embed-2d-large-v1<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":1024,"Max Tokens":512,"Average":58.94,"AskUbuntuDupQuestions":63.77,"MindSmallReranking":31.85,"SciDocsRR":86.98,"StackOverflowDupQuestions":53.16}
{"index":175,"Rank":43,"Model":"multilingual-e5-large-instruct<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average":58.92,"AskUbuntuDupQuestions":64.41,"MindSmallReranking":33.07,"SciDocsRR":85.75,"StackOverflowDupQuestions":52.45}
@@ -45,26 +45,26 @@
{"index":134,"Rank":45,"Model":"bge-base-en-v1-5-seqlen-384-bs-1<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":58.86,"AskUbuntuDupQuestions":62.13,"MindSmallReranking":31.2,"SciDocsRR":87.49,"StackOverflowDupQuestions":54.61}
{"index":21,"Rank":46,"Model":"bge-base-en-v1.5<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":58.86,"AskUbuntuDupQuestions":62.13,"MindSmallReranking":31.2,"SciDocsRR":87.49,"StackOverflowDupQuestions":54.61}
{"index":165,"Rank":47,"Model":"stella-base-en-v2<\/a>","Model Size (Million Parameters)":55,"Memory Usage (GB, fp32)":0.2,"Embedding Dimensions":768,"Max Tokens":512,"Average":58.78,"AskUbuntuDupQuestions":62.72,"MindSmallReranking":31.91,"SciDocsRR":86.66,"StackOverflowDupQuestions":53.81}
-{"index":271,"Rank":48,"Model":"gte-base<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":58.61,"AskUbuntuDupQuestions":61.8,"MindSmallReranking":32.54,"SciDocsRR":87.08,"StackOverflowDupQuestions":53.01}
+{"index":272,"Rank":48,"Model":"gte-base<\/a>","Model Size (Million Parameters)":109,"Memory Usage (GB, fp32)":0.41,"Embedding Dimensions":768,"Max Tokens":512,"Average":58.61,"AskUbuntuDupQuestions":61.8,"MindSmallReranking":32.54,"SciDocsRR":87.08,"StackOverflowDupQuestions":53.01}
{"index":94,"Rank":49,"Model":"multilingual-e5-large-instruct<\/a>","Model Size (Million Parameters)":560,"Memory Usage (GB, fp32)":2.09,"Embedding Dimensions":1024,"Max Tokens":514,"Average":58.58,"AskUbuntuDupQuestions":63.89,"MindSmallReranking":33.09,"SciDocsRR":85.87,"StackOverflowDupQuestions":51.45}
{"index":132,"Rank":50,"Model":"GIST-small-Embedding-v0<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Embedding Dimensions":384,"Max Tokens":512,"Average":58.56,"AskUbuntuDupQuestions":62.33,"MindSmallReranking":32.36,"SciDocsRR":86.48,"StackOverflowDupQuestions":53.06}
{"index":19,"Rank":51,"Model":"gte-large-en-v1.5<\/a>","Model Size (Million Parameters)":434,"Memory Usage (GB, fp32)":1.62,"Embedding Dimensions":1024,"Max Tokens":8192,"Average":58.5,"AskUbuntuDupQuestions":63.13,"MindSmallReranking":31.46,"SciDocsRR":86.93,"StackOverflowDupQuestions":52.48}
-{"index":247,"Rank":52,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Embedding Dimensions":384,"Max Tokens":512,"Average":58.44,"AskUbuntuDupQuestions":64.06,"MindSmallReranking":31.02,"SciDocsRR":87.2,"StackOverflowDupQuestions":51.47}
+{"index":248,"Rank":52,"Model":"all-MiniLM-L12-v2<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Embedding Dimensions":384,"Max Tokens":512,"Average":58.44,"AskUbuntuDupQuestions":64.06,"MindSmallReranking":31.02,"SciDocsRR":87.2,"StackOverflowDupQuestions":51.47}
{"index":73,"Rank":53,"Model":"LLM2Vec-Mistral-supervised<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":58.42,"AskUbuntuDupQuestions":63.98,"MindSmallReranking":31.5,"SciDocsRR":83.8,"StackOverflowDupQuestions":54.41}
{"index":26,"Rank":54,"Model":"bge-small-en-v1.5<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Embedding Dimensions":384,"Max Tokens":512,"Average":58.36,"AskUbuntuDupQuestions":62.59,"MindSmallReranking":31.29,"SciDocsRR":85.94,"StackOverflowDupQuestions":53.64}
{"index":133,"Rank":55,"Model":"NoInstruct-small-Embedding-v0<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Embedding Dimensions":384,"Max Tokens":512,"Average":58.3,"AskUbuntuDupQuestions":62.13,"MindSmallReranking":31.92,"SciDocsRR":86.18,"StackOverflowDupQuestions":52.96}
{"index":9,"Rank":56,"Model":"voyage-lite-02-instruct<\/a>","Model Size (Million Parameters)":1220,"Memory Usage (GB, fp32)":4.54,"Embedding Dimensions":1024,"Max Tokens":4000,"Average":58.24,"AskUbuntuDupQuestions":63.24,"MindSmallReranking":31.48,"SciDocsRR":84.68,"StackOverflowDupQuestions":53.56}
{"index":192,"Rank":57,"Model":"echo-mistral-7b-instruct-lasttoken<\/a>","Model Size (Million Parameters)":7111,"Memory Usage (GB, fp32)":26.49,"Embedding Dimensions":4096,"Max Tokens":32768,"Average":58.14,"AskUbuntuDupQuestions":64.13,"MindSmallReranking":32.92,"SciDocsRR":83.68,"StackOverflowDupQuestions":51.84}
{"index":191,"Rank":58,"Model":"jina-embeddings-v3<\/a>","Model Size (Million Parameters)":572,"Memory Usage (GB, fp32)":2.13,"Embedding Dimensions":1024,"Max Tokens":8194,"Average":58.13,"AskUbuntuDupQuestions":65.04,"MindSmallReranking":30.83,"SciDocsRR":84.88,"StackOverflowDupQuestions":51.77}
-{"index":248,"Rank":59,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Embedding Dimensions":384,"Max Tokens":512,"Average":58.04,"AskUbuntuDupQuestions":63.48,"MindSmallReranking":30.8,"SciDocsRR":87.12,"StackOverflowDupQuestions":50.77}
+{"index":249,"Rank":59,"Model":"all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.09,"Embedding Dimensions":384,"Max Tokens":512,"Average":58.04,"AskUbuntuDupQuestions":63.48,"MindSmallReranking":30.8,"SciDocsRR":87.12,"StackOverflowDupQuestions":50.77}
{"index":205,"Rank":60,"Model":"all-MiniLM-L6-v2-ds<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":58.04,"AskUbuntuDupQuestions":63.48,"MindSmallReranking":30.8,"SciDocsRR":87.12,"StackOverflowDupQuestions":50.76}
{"index":33,"Rank":61,"Model":"Cohere-embed-english-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":58.01,"AskUbuntuDupQuestions":61.7,"MindSmallReranking":32.67,"SciDocsRR":85.2,"StackOverflowDupQuestions":52.48}
-{"index":301,"Rank":62,"Model":"text-embedding-3-large-256<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":256,"Max Tokens":8191,"Average":57.99,"AskUbuntuDupQuestions":64.61,"MindSmallReranking":29.63,"SciDocsRR":84.25,"StackOverflowDupQuestions":53.46}
+{"index":302,"Rank":62,"Model":"text-embedding-3-large-256<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":256,"Max Tokens":8191,"Average":57.99,"AskUbuntuDupQuestions":64.61,"MindSmallReranking":29.63,"SciDocsRR":84.25,"StackOverflowDupQuestions":53.46}
{"index":130,"Rank":63,"Model":"GIST-all-MiniLM-L6-v2<\/a>","Model Size (Million Parameters)":23,"Memory Usage (GB, fp32)":0.08,"Embedding Dimensions":384,"Max Tokens":512,"Average":57.95,"AskUbuntuDupQuestions":62.97,"MindSmallReranking":31.31,"SciDocsRR":87.14,"StackOverflowDupQuestions":50.36}
{"index":216,"Rank":64,"Model":"bge-small-en-v1.5-quant<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":57.86,"AskUbuntuDupQuestions":62.4,"MindSmallReranking":31.28,"SciDocsRR":85.01,"StackOverflowDupQuestions":52.75}
{"index":35,"Rank":65,"Model":"Cohere-embed-multilingual-v3.0<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":1024,"Max Tokens":512,"Average":57.86,"AskUbuntuDupQuestions":62.13,"MindSmallReranking":32.59,"SciDocsRR":84.31,"StackOverflowDupQuestions":52.4}
{"index":0,"Rank":66,"Model":"text-embedding-004-256<\/a>","Model Size (Million Parameters)":1200,"Memory Usage (GB, fp32)":4.47,"Embedding Dimensions":256,"Max Tokens":2048,"Average":57.78,"AskUbuntuDupQuestions":63.84,"MindSmallReranking":31.89,"SciDocsRR":81.62,"StackOverflowDupQuestions":53.76}
-{"index":273,"Rank":67,"Model":"gte-small<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Embedding Dimensions":384,"Max Tokens":512,"Average":57.7,"AskUbuntuDupQuestions":61.72,"MindSmallReranking":32.21,"SciDocsRR":84.83,"StackOverflowDupQuestions":52.03}
+{"index":274,"Rank":67,"Model":"gte-small<\/a>","Model Size (Million Parameters)":33,"Memory Usage (GB, fp32)":0.12,"Embedding Dimensions":384,"Max Tokens":512,"Average":57.7,"AskUbuntuDupQuestions":61.72,"MindSmallReranking":32.21,"SciDocsRR":84.83,"StackOverflowDupQuestions":52.03}
{"index":18,"Rank":68,"Model":"gte-base-en-v1.5<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":8192,"Average":57.66,"AskUbuntuDupQuestions":61.83,"MindSmallReranking":31.34,"SciDocsRR":85.17,"StackOverflowDupQuestions":52.29}
{"index":163,"Rank":69,"Model":"instructor-large<\/a>","Model Size (Million Parameters)":335,"Memory Usage (GB, fp32)":1.25,"Embedding Dimensions":768,"Max Tokens":512,"Average":57.54,"AskUbuntuDupQuestions":64.3,"MindSmallReranking":31.68,"SciDocsRR":82.0,"StackOverflowDupQuestions":52.17}
{"index":127,"Rank":70,"Model":"Titan-text-embeddings-v2<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":57.5,"AskUbuntuDupQuestions":63.29,"MindSmallReranking":31.3,"SciDocsRR":80.67,"StackOverflowDupQuestions":54.75}
@@ -74,21 +74,21 @@
{"index":213,"Rank":74,"Model":"bge-base-en-v1.5-sparse<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":57.18,"AskUbuntuDupQuestions":60.23,"MindSmallReranking":31.71,"SciDocsRR":84.46,"StackOverflowDupQuestions":52.32}
{"index":197,"Rank":75,"Model":"XLM-3B5-embedding<\/a>","Model Size (Million Parameters)":"","Memory Usage (GB, fp32)":"","Embedding Dimensions":"","Max Tokens":"","Average":57.12,"AskUbuntuDupQuestions":62.73,"MindSmallReranking":30.81,"SciDocsRR":85.11,"StackOverflowDupQuestions":49.85}
{"index":188,"Rank":76,"Model":"jina-embeddings-v2-base-en<\/a>","Model Size (Million Parameters)":137,"Memory Usage (GB, fp32)":0.51,"Embedding Dimensions":768,"Max Tokens":8192,"Average":56.98,"AskUbuntuDupQuestions":62.25,"MindSmallReranking":30.54,"SciDocsRR":83.1,"StackOverflowDupQuestions":52.05}
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@@ -96,7 +96,7 @@
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@@ -112,12 +112,12 @@
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@@ -125,7 +125,7 @@
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@@ -133,63 +133,63 @@
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@@ -256,30 +256,31 @@
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