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README.md

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 GPT Lens is an LLM tool to check for security breaches in smart contracts. To learn more, go to : https://github.com/git-disl/GPTLens. This demo provides a scenario-based walkthrough of how GPTLens utilizes LLMs to examine smart contract code and detect vulnerabilities.
 
 ## GPTLens introduction
-GPTLens leverages Large Language Models (LLMs) like GPT-4 to enhance the security analysis of smart contracts. This project addresses the critical need for effective smart contract vulnerability detection, which has become increasingly important with the widespread adoption of blockchain technology. GPTLens introduces a two-stage framework: generation and discrimination. In the generation stage, LLMs act as auditors to identify a broad spectrum of potential vulnerabilities. The discrimination stage then evaluates these findings to minimize false positives, significantly enhancing the accuracy and reliability of vulnerability detection.
+GPTLens leverages Large Language Models (LLMs) like GPT-4 to enhance the security analysis of smart contracts. It addresses the critical need for effective smart contract vulnerability detection, which has become increasingly important with the prevalence of blockchain technology. GPTLens introduces a two-stage framework: generation and discrimination. In the generation stage, LLMs act as auditors to identify a broad spectrum of potential vulnerabilities. The discrimination stage then evaluates these findings to minimize false positives, significantly enhancing the accuracy and reliability of vulnerability detection(shown in the figure below).
 
 <img width="900" alt="Screenshot 2024-05-01 at 8 42 39 AM" src="https://github.com/git-disl/GPTLens-Demo/assets/72898301/14bd5cd0-1c43-449f-a5f8-ec85dab4c46c">