reasoning step

Placing Puzzle Pieces Where They Matter: A Question Augmentation Framework for Reinforcement Learning ACL 2026 AdaptiveStep: Automatically Dividing Reasoning Step through Model Confidence ICML 2025 Beyond the First Error: Process Reward Models for Reflective Mathematical Reasoning EMNLP 2025 Capture the Key in Reasoning to Enhance CoT Distillation Generalization ACL 2025 Long-context Language Models Fail in Basic Retrieval Tasks Without Sufficient Reasoning Steps EMNLP 2025 Measuring Chain of Thought Faithfulness by Unlearning Reasoning Steps EMNLP 2025 MiCEval: Unveiling Multimodal Chain of Thought’s Quality via Image Description and Reasoning Steps NAACL 2025 Retrieval-Augmented Process Reward Model for Generalizable Mathematical Reasoning ACL 2025 Revisiting Chain-of-Thought in Code Generation: Do Language Models Need to Learn Reasoning before Coding? ICML 2025 Understanding Chain-of-Thought in LLMs through Information Theory ICML 2025 Exploring Reversal Mathematical Reasoning Ability for Large Language Models ACL 2024 Making Reasoning Matter: Measuring and Improving Faithfulness of Chain-of-Thought Reasoning EMNLP 2024 The Impact of Reasoning Step Length on Large Language Models ACL 2024 Chaining Simultaneous Thoughts for Numerical Reasoning EMNLP 2022 Inferring Implicit Relations in Complex Questions with Language Models EMNLP 2022