extraction
4 articles tagged extraction
Amendment Chain Resolution: The Hardest Problem in Legal AI
Why amendment chains break standard AI document analysis approaches, how structured extraction handles them, and what makes multi-amendment resolution the defining technical challenge for legal AI systems.
Research vs. Extraction: Two Paradigms for Contract Review Software
Contract review software falls into two paradigms: research tools that answer questions about documents, and extraction tools that systematically pull structured data from every contract. The distinction determines what you can build on top of the output.
Why RAG Fails for Legal Contract Review
Standard retrieval-augmented generation pipelines were designed for question-answering over static corpora. Legal contract review demands something fundamentally different: structured extraction across amendment chains, cross-references, and clause-level precision.
Our Accuracy Methodology: How Mage Validates Extraction Quality
A deep dive into how Mage achieves best-in-class extraction accuracy through paragraph-level processing, multi-model consensus, and a relentless focus on quality over AI slop.