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LLM Confidence Chat Interface true 2024-06-01
Python
ML
Full-Stack
A chat interface making LLM confidence scores accessible to non-technical users. https://github.com/yourusername/project https://demo.example.com

Problem

Non-technical users have no way to assess how confident an LLM is in its responses.

Approach

Built an interactive chat interface integrating lm-polygraph for uncertainty estimation with an intuitive visualization layer.

Tech Stack

  • Python, FastAPI
  • lm-polygraph
  • React

Challenges & Learnings

Translating probabilistic outputs into user-friendly visual indicators while keeping the interface responsive.