readme updates

README.md

@@ -4,7 +4,7 @@ tags:
 - instruct
 - finetune
 model-index:
-- name: NaturalQuery-6.7B-v0.1
+- name: NaturalSQL-6.7B-v0.1
   results: []
 license: other
 license_name: deepseek
@@ -15,14 +15,14 @@ datasets:
 - cfahlgren1/natural-sql
 ---
 
-# **NaturalQuery-6.7B-v0.1**
+# **NaturalSQL-6.7B-v0.1**
 
-### NaturalQuery is a series of models with state-of-the-art performance on Text to SQL instructions.
+### NaturalSQL is a series of models with state-of-the-art performance on Text to SQL instructions.
 
 <img src="https://cdn-uploads.huggingface.co/production/uploads/648a374f00f7a3374ee64b99/hafdsfrFCqrVbATIzV_EN.png" width="600">
 
-**NaturalQuery** is a LLM that can translate natural language queries to SQL based on your schema. It is finetuned on 8k text to PostgreSQL Natural Language <> SQL pairs.
-NaturalQuery matches the state of the art models in text to sql for it's size and produces the best in the field for complex questions. 
+**NaturalSQL** is a LLM that can translate natural language queries to SQL based on your schema. It is finetuned on 8k text to PostgreSQL Natural Language <> SQL pairs.
+NaturalSQL matches the state of the art models in text to sql for it's size and produces the best in the field for complex questions. 
 
 Here is a write up, small test done [here](https://chatdb.ai/post/naturalsql-vs-sqlcoder-for-text-to-sql).
 
@@ -44,15 +44,15 @@ Here is a write up, small test done [here](https://chatdb.ai/post/naturalsql-vs-
 
 ## SQL-Eval on novel datasets not seen in training
 
-<img src="https://cdn-uploads.huggingface.co/production/uploads/648a374f00f7a3374ee64b99/omYzbu9ZO8hx7cnUtOZKg.png" width="600">
+<img src="https://cdn-uploads.huggingface.co/production/uploads/648a374f00f7a3374ee64b99/IZpVHJJzmapQ0gKV0Fb3q.png" width="800">
 
 <em>Big thanks to the [defog](https://huggingface.co/defog) team for open sourcing [sql-eval](https://github.com/defog-ai/sql-eval)</em>👏
 
 ## SQL-Eval by SQL Category
 
-**NaturalQuery-6.7B-v0 matches or outperforms other industry leading models in multiple categories!**
+**NaturalSQL-6.7B-v0 matches or outperforms other industry leading models in multiple categories!**
 
-<img src="https://cdn-uploads.huggingface.co/production/uploads/648a374f00f7a3374ee64b99/G6lGyTbBUmEkKdmJ9r4jp.png" width="600">
+<img src="https://cdn-uploads.huggingface.co/production/uploads/648a374f00f7a3374ee64b99/waXAf7crQQSqITp07BwEs.png" width="800">
 
 _The **date** category will be a strong focus in the next iteration of `v1`._