Update README.md

README.md

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 LLM instruction finetuned for Text-to-SQL task. 
 
-## Model Details
-
-### Model Description
-
-<!-- Provide a longer summary of what this model is. -->
-
-- **Developed by:** [dataeaze systems pvt ltd](https://www.dataeaze.io/)
-- **Funded by :** [dataeaze systems pvt ltd](https://www.dataeaze.io/)
-- **Shared by :** [dataeaze systems pvt ltd](https://www.dataeaze.io/)
-- **Model type:** LlamaForCausalLM 
-- **Language(s) (NLP):** English
-- **License:** [cc-by-nc-sa-4.0](https://creativecommons.org/licenses/by-nc-sa/4.0/deed.en) Model is made available under non-commercial use for research purposes only. For commercial usage please connect at [email protected]
-- **Finetuned from model :** [CodeLlama-7b-Instruct-hf](https://huggingface.co/codellama/CodeLlama-7b-Instruct-hf)
-
-
-## Uses
-
-<!-- Address questions around how the model is intended to be used, including the foreseeable users of the model and those affected by the model. -->
-
-### Direct Use
-
-<!-- This section is for the model use without fine-tuning or plugging into a larger ecosystem/app. -->
-Model can be used a tool to convert queries in expressed in natural language (English) to SQL statements
-
-
-### Downstream Use
-
-<!-- This section is for the model use when fine-tuned for a task, or when plugged into a larger ecosystem/app -->
-The model could be used as the initial stage in a data analytics / business intelligence application pipeline.
-
-
-### Out-of-Scope Use
-
-<!-- This section addresses misuse, malicious use, and uses that the model will not work well for. -->
-
-Model has been fine tuned on a specific task of converting English language statements to SQL queries. 
-Any use beyond this is not guaranteed to be accurate.
-
-## Bias, Risks, and Limitations
-
-<!-- This section is meant to convey both technical and sociotechnical limitations. -->
-
-- **Bias:** Trained for English language only.
-- **Risk:** Guardrails are reliant on the base models CodeLlama (Llama2). Finetuning could impact this behaviour.
-- **Limitations:** Intended to be a small model optimised for inference. Does not provide SoTA results on accuracy.
-
 
 ## How to Get Started with the Model
 
@@ -160,26 +114,6 @@ print(generated_query)
 ```
 
 
-## Evaluation
-
-<!-- This section describes the evaluation protocols and provides the results. -->
-
-### Testing Data & Metrics
-
-#### Testing Data
-
-<!-- This should link to a Dataset Card if possible. -->
-
-[SPIDER dataset Test Set](https://yale-lily.github.io/spider)
-
-
-#### Metrics
-
-<!-- These are the evaluation metrics being used, ideally with a description of why. -->
-
-SQL queries are matched against the correct answer, with two types of evaluation
-* Execution with Values
-* Exact Set Match without Values
 
 ### Results
 
@@ -203,14 +137,3 @@ model-index:
         name: Spider 1.0 - Leaderboard
         url: https://yale-lily.github.io/spider
 ```
-
-
-## Model Card Authors
-
-* Suyash Chougule
-* Chittaranjan Rathod
-* Sourabh Daptardar
-
-## Model Card Contact
-
-"dataeaze systems" <[email protected]>