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reasoning faithfulness

8 papers

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Co-occurring keywords · papers mentioning both

large language model (3) chain of thought (3) chain-of-thought reasoning (2) question answering (2) model faithfulness (1) entailment tree generation (1) reasoning execution (1) neuro-symbolic audit (1) label-free audit (1) faithfulness analysis (1)

Papers

Saliency-R1: Enforcing Interpretable and Faithful Vision-language Reasoning via Saliency-map Alignment Reward CVPR 2026 TrustTable: A Neuro-Symbolic Auditing Framework for Faithful Table QA ACL 2026 Analysing Chain of Thought Dynamics: Active Guidance or Unfaithful Post-hoc Rationalisation? EMNLP 2025 CoMAT: Chain of Mathematically Annotated Thought Improves Mathematical Reasoning EMNLP 2025 Towards Better Chain-of-Thought: A Reflection on Effectiveness and Faithfulness ACL 2025 Direct Evaluation of Chain-of-Thought in Multi-hop Reasoning with Knowledge Graphs ACL 2024 Making Reasoning Matter: Measuring and Improving Faithfulness of Chain-of-Thought Reasoning EMNLP 2024 Step Feasibility-Aware and Error-Correctable Entailment Tree Generation COLING 2024