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Research project

Agent Confidence Estimation

A research framework for studying confidence and uncertainty in language model agents.

Role
Undergraduate researcher · UCSC IRKM Lab
Year
GitHub

Work

At UC Santa Cruz’s IRKM Lab, I built Agent Confidence Estimation (ACE), a framework for studying uncertainty in language model agents.

Approach

ACE can interchange models, datasets, and prompts. I implemented confidence baselines using semantic similarity across generated response sets.

Availability

Research results are not public. My résumé documents the work.