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Research
Find relevant papers written by the Pareto team
LLM Metacognition: Shared and Shallow?
Across 19 frontier models, metacognitive confidence on question and answer tasks tracks a shared difficulty heuristic with only a weak relationship to actual performance.
A Community-Driven Vision for a New Knowledge Resource for AI
Insights from 50+ researchers at an AAAI workshop toward an open engineering framework for knowledge modules in AI
Debating with More Persuasive LLMs Leads to More Truthful Answers
How structured LLM debate helps weaker models and humans evaluate stronger ones more accurately
