LLM Confidence Chat Interface

Python ML Full-Stack

[Code] [Live Demo]

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.

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