Update README.md

README.md

@@ -7,7 +7,6 @@ tags:
 - Text2SQL
 - Reasoning
 licence: apache-2.0
-license: apache-2.0
 language:
 - en
 ---
@@ -17,7 +16,7 @@ language:
 This model is the reasoning model for the Text-to-SQL task introduced in [Think2SQL: Blueprinting Reward Density and Advantage Scaling for Effective Text-to-SQL Reasoning]()
 
 
-This model is a fine-tuned version of [Qwen/Qwen3-4B](https://huggingface.co/Qwen/Qwen3-4B) on the [BIRD](https://bird-bench.github.io/) dataset.
+This model is a fine-tuned version of [Qwen/Qwen3-4B](https://huggingface.co/Qwen/Qwen3-4B) with thinking disabled on the [BIRD](https://bird-bench.github.io/) dataset.
 It has been trained using [TRL](https://github.com/huggingface/trl). 
 
 
@@ -28,9 +27,7 @@ The best model performance is given with its System and User prompts.
 The model is intended to be used with three inputs: question, evidence, and the database schema. 
 
 
-Starting with `transformers >= 4.43.0` onward, you can run conversational inference using the Transformers `pipeline` abstraction or by leveraging the Auto classes with the `generate()` function.
-
-Make sure to update your transformers installation via `pip install --upgrade transformers`.
+Required `transformers > 4.51.0` to have Qwen3. Make sure to update your transformers installation via `pip install --upgrade transformers`.
 
 ```python
 import transformers