Claims: Analyzing the Narration Gap in LLM-Solver Loops

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1. title: Analyzing the Narration Gap in LLM-Solver Loops (alleges; supported) Source
2. url: https://arxiv.org/abs/2606.19588 (alleges; supported) Source
3. summary: arXiv:2606.19588v1 Announce Type: new Abstract: Formal tools such as SAT and SMT solvers are increasingly embedded in language model reasoning pipelines when a safety or security critical question can be formulated in logic. Unlike chain of thought whose steps are sampled from the model distribution without formal guarantee, a solver produces a sound and independently verifiable answer. However, the soundness guarantee can be lost in the interaction between the solver and the model. The hybrid p… (alleges; supported) Source
4. published: Fri, 19 Jun 2026 00:00:00 -0400 (alleges; supported) Source