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LLM and Agentic AI

Research prototype

Legal Document Analysis Platform

Problem

Contract review requires reading long documents to locate a small number of risk clauses.

System

An NLP workflow for contract review that segments documents, extracts named entities and clauses, and surfaces risk-relevant passages for a reviewer.

My contribution

Built the parsing and clause-extraction pipeline and the reviewer-facing output format.

System architecture

  1. Contract input
  2. Segmentation
  3. Entity and clause extraction
  4. Risk summary

Technical focus

  • Named entity recognition
  • Information extraction
  • Document intelligence

Technology stack

  • Python
  • Transformer models
  • spaCy

Data source

Dataset and data-collection write-up is being prepared.

Data pipeline

Ingestion and preprocessing write-up is being prepared.

Model or LLM workflow

Model and workflow write-up is being prepared.

Evaluation and results

Evaluation setup and results write-up is being prepared.

Challenges and engineering decisions

Key engineering decisions write-up is being prepared.