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Case study / Lease Lens

Read the contract. Quote the clause. Show the limits.

Evidence-first contract review assistant powered by a fine-tuned 3B model. It highlights risky clauses, quotes the source text, scores coverage, and drafts negotiation language.

Hosted demo is paused. Watch the recorded demo or run the source locally.

PythonGradioLlama 3.2 3BHugging FaceGGUF

The problem

A contract explanation is not useful if the model invents the clause it is explaining.

The approach

  1. Use a small fine-tuned model with verbatim-grounding, deduplication, and relevance guards.
  2. Publish evaluation procedures and failure analysis alongside the model and application.

What the evidence shows

The project publishes a model, source, build log, and recorded demo. Evaluation numbers belong to those source reports and are not presented as a new independent benchmark here.

Known limits

The hosted Space is paused. Recorded footage is the primary demo. Model outputs can miss or over-extract clauses; this is not legal advice.

Inspect the evidence

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