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MIRAGE: Evaluating and Explaining Inductive Reasoning Process in Language Models
2025-01-22
· ICLR 2025 Poster ·
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Findings
IC-522
LLMs perform correct example inference without inducing the correct rule, and this gap is robust to prompting methods, fact count, and scenario form
IC-523
LLMs rely on observed facts close to the test case in input feature space (neighbor-based reasoning) rather than on an abstract rule, and this effect is localized