{"repo":"d1pankarmedhi/legal_summarizer","free":true,"listed":false,"github":"https://github.com/d1pankarmedhi/legal_summarizer","clone":"git clone https://github.com/d1pankarmedhi/legal_summarizer.git","description":"📃 A contracts clause summarization system using LLM and vector database","language":"Python","stars":23,"topics":["chroma","huggingface","large-language-models","openai","summarization","transformer","vector-database","weaviate"],"license":null,"category":"ai-agents","readme_excerpt":"Legal Summarizer Summarizing legal documents made easy using Retrieval-Augmented Generation (RAG) and Large Language Models (LLMs). --- 📌 Overview Legal documents are often dense, complex, and difficult for non-lawyers to understand. This project leverages Information Retrieval and Context Augmentation using Large Language Models (LLMs) to simplify and summarize contracts, agreements, and other legal texts. Fig: High-level system architecture --- 🚨 The Problem: Understanding Legal Documents is Hard - Legal documents use complex terminologies that require domain expertise. - They contain long, dense sentences that make key information difficult to extract. - They rely on statutes, legal citations, and references , assuming prior knowledge. - The conservative and risk-averse language results in intricate phrasing. - Misinterpretation can lead to serious consequences , discouraging individuals from handling contracts themselves. --- 🤖 The Solution: AI-Powered Legal Summarization With the advancements in Large Language Models (LLMs) , we can now: ✅ Extract key insights from legal documents ✅ Summarize complex clauses into easy-to-read formats ✅ Retrieve relevant information using RAG (Retrieval-Augmented Generation) ✅ Improve accessibility of legal content for non-lawyers --- 📌 How Does It Work? 🔍 Retrieval-Augmented Generation (RAG) RAG enhances the summarization process by first searching for relevant content and then reconstructing it using an LLM. Step 1: Document Proces","default_branch":null,"files":null,"tree":[],"storefront":"/r/d1pankarmedhi","claimed":false,"request_supported":{"post":"https://gitbuyer.com/r/d1pankarmedhi/legal_summarizer/request-supported","requests":0},"note":"indexed from public GitHub; nothing is for sale on this page. Clone it from GitHub. Paid listings live at /search."}