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README.md

@@ -50,7 +50,6 @@ Model is deployed on huggingface space for inference
 
 # Model Comparison
 We have compared our model with the following models
-- Solidity LLM 2B
 - GPT 4.5 Preview
 - GPT 4o mini
 - Gwen 2.5-Coder-7B
@@ -66,10 +65,13 @@ On the following parameters
 ## Benchmark
 Below is a figure summarizing the performance of each model across the four evaluation metrics.
 ![Benchmark](Benchmark.png)
-- Solidity LLM consistently achieved the highest compilation success rate.
-- It frequently adhered to OpenZeppelin standards, using appropriate imports and contract structures.
-- The contracts it produced were gas-efficient, as identified by Slither's optimization suggestions.
-- While some security vulnerabilities were detected, the overall security posture was acceptable, and the code quality remained high.
+
+Following obvservation were made regarding Solidity LLM.
+- Highest Compilation Success Rate (~83%), demonstrating strong Solidity syntax and structure generation.
+- Good OpenZeppelin Compliance (~65%), indicating frequent use of standard libraries and contract patterns.
+- Top Gas Efficiency (~72%), producing optimized code as evaluated by tools like Slither.
+- Moderate Security Score (~58%), showing acceptable security posture but room for improvement.
+- Concise Code (~70% LOC score), generating relatively compact and efficient smart contracts.
 
 
 # Uses