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Grounding LLM Reasoning under Incomplete Graph Evidence

cs.CL · 2026-06-29 · unverdicted · novelty 7.0

Develops a theoretical perspective showing no hard rule can perfectly reject false unsupported trajectories while retaining true-but-unobserved ones under incomplete graph evidence, and characterizes soft grounding as KL-regularized deformation of the LLM prior.

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  • Grounding LLM Reasoning under Incomplete Graph Evidence cs.CL · 2026-06-29 · unverdicted · none · ref 6

    Develops a theoretical perspective showing no hard rule can perfectly reject false unsupported trajectories while retaining true-but-unobserved ones under incomplete graph evidence, and characterizes soft grounding as KL-regularized deformation of the LLM prior.