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This work introduces TranSGrid, a testbed that brings deductive, inductive, and abductive reasoning together within a unified task and introduces two simplifications into TranSGrid, showing that existing tasks reduce either or both of the inductive and abductive demands of systematic generalization.
The results show that chemical CoT is neither a faithful explanation nor merely a post-hoc rationalization, but a hallucination-prone molecular scratchpad, which cautions against treating CoT as direct evidence of faithful reasoning and motivates process-level supervision beyond answer-only evaluation.
A Molecular Perturbation framework that generates syntax-valid structural variants of training molecules under controlled Graph Edit Distance (GED) to probe the manifold regularity of molecular LLMs and suggests that it can partially expand the local trust region and offer a promising direction for stabilizing molecula...
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