JustLogic
Introduced by Chen et al. in JustLogic: A Comprehensive Benchmark for Evaluating Deductive Reasoning in Large Language Models
JustLogic is a natural language deductive reasoning dataset. JustLogic is (i) highly complex, capable of generating a diverse range of linguistic patterns, vocabulary, and argument structures; (ii) prior knowledge independent, eliminating the advantage of models possessing prior knowledge and ensuring that only deductive reasoning is used to answer questions; and (iii) capable of in-depth error analysis on the heterogeneous effects of reasoning depth and argument form on model accuracy.
Papers
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