reasoning consistency

CLARity: Reasoning Consistency Alone Can Teach Reinforced Experts ACL 2026 FinChain: A Symbolic Benchmark for Verifiable Chain-of-Thought Financial Reasoning ACL 2026 Joint Evaluation of Answer and Reasoning Consistency for Hallucination Detection in Large Reasoning Models AAAI 2026 Exploring and Evaluating Multimodal Knowledge Reasoning Consistency of Multimodal Large Language Models EMNLP 2025 RASPberry: Retrieval-Augmented Monte Carlo Tree Self-Play with Reasoning Consistency for Multi-Hop Question Answering ACL 2025 ReasonerRank: Redefining Language Model Evaluation with Ground-Truth-Free Ranking Frameworks ACL 2025 Reverse Question Answering: Can an LLM Write a Question so Hard (or Bad) that it Can’t Answer? NAACL 2025 Towards Faithful Multi-step Reasoning through Fine-Grained Causal-aware Attribution Reasoning Distillation COLING 2025 Towards Robust Knowledge Representations in Multilingual LLMs for Equivalence and Inheritance based Consistent Reasoning NAACL 2025 Your Language Model May Think Too Rigidly: Achieving Reasoning Consistency with Symmetry-Enhanced Training ACL 2025 Don't Trust: Verify -- Grounding LLM Quantitative Reasoning with Autoformalization ICLR 2024 mCoT: Multilingual Instruction Tuning for Reasoning Consistency in Language Models ACL 2024 Measuring and Improving Chain-of-Thought Reasoning in Vision-Language Models NAACL 2024 Maintaining Reasoning Consistency in Compositional Visual Question Answering CVPR 2022