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Notes on abductive reasoning
3 notes
LLMs Can See the Smoke but not the Fire: Evaluating Abductive Reasoning with Elenchos
The study introduces Elenchos, a framework to evaluate the abductive reasoning capabilities of large language models (LLMs). The research finds that while LLMs can detect when changes have been made in a formal system…
LLMs Can See the Smoke but not the Fire: Evaluating Abductive Reasoning with Elenchos
Researchers introduce Elenchos, a framework to evaluate abductive reasoning (inferring latent hypotheses) of Large Language Models (LLMs). The study finds that LLMs can often detect changes in formal systems but…
ArtMine: Discovering and Formalizing Artistic Processes
The paper introduces ArtMine, a framework for discovering and formalizing artistic processes from various historical sources. It uses an abductive agent to infer evidence-based production steps which are then optimized…
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