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hugo/eliaskohout.de/content/projects/llm-confidence-chat.md
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hugo/eliaskohout.de/content/projects/llm-confidence-chat.md
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---
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title: "LLM Confidence Chat Interface"
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draft: true
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date: 2024-06-01
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tags: ["Python", "ML", "Full-Stack"]
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summary: "A chat interface making LLM confidence scores accessible to non-technical users."
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code: "https://github.com/yourusername/project"
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demo: "https://demo.example.com"
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---
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## Problem
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Non-technical users have no way to assess how confident an LLM is in its responses.
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## Approach
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Built an interactive chat interface integrating lm-polygraph for
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uncertainty estimation with an intuitive visualization layer.
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## Tech Stack
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- Python, FastAPI
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- lm-polygraph
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- React
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## Challenges & Learnings
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Translating probabilistic outputs into user-friendly visual indicators
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while keeping the interface responsive.
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