Reasoning

Diving into Self-Evolving Training for Multimodal Reasoning ICML 2025 DivLogicEval: A Framework for Benchmarking Logical Reasoning Evaluation in Large Language Models EMNLP 2025 Does Chain-of-Thought Reasoning Really Reduce Harmfulness from Jailbreaking? ACL 2025 Does “Reasoning” with Large Language Models Improve Recognizing, Generating and Reframing Unhelpful Thoughts? ACL 2025 Do Language Models Understand the Cognitive Tasks Given to Them? Investigations with the N-Back Paradigm ACL 2025 Do Large Language Models excel in Complex Logical Reasoning with Formal Language? EMNLP 2025 Do Large Language Models Perform Latent Multi-Hop Reasoning without Exploiting Shortcuts? ACL 2025 Do large language models solve verbal analogies like children do? CoNLL 2025 Do Large Language Models Truly Grasp Addition? A Rule-Focused Diagnostic Using Two-Integer Arithmetic EMNLP 2025 Do LLMs Need Inherent Reasoning Before Reinforcement Learning? A Study in Korean Self-Correction IJCNLP 2025 DOLPHIN: A Programmable Framework for Scalable Neurosymbolic Learning ICML 2025 Domaino1s: Guiding LLM Reasoning for Explainable Answers in High-Stakes Domains ACL 2025 Do NOT Think That Much for 2+3=? On the Overthinking of Long Reasoning Models ICML 2025 Don’t Get Lost in the Trees: Streamlining LLM Reasoning by Overcoming Tree Search Exploration Pitfalls ACL 2025 Don’t Take the Premise for Granted: Evaluating the Premise Critique Ability of Large Language Models EMNLP 2025 Drift: Enhancing LLM Faithfulness in Rationale Generation via Dual-Reward Probabilistic Inference ACL 2025 DRT: Deep Reasoning Translation via Long Chain-of-Thought ACL 2025 DrVideo: Document Retrieval Based Long Video Understanding CVPR 2025 DSG-MCTS: A Dynamic Strategy-Guided Monte Carlo Tree Search for Diversified Reasoning in Large Language Models EMNLP 2025 DS-MHP: Improving Chain-of-Thought through Dynamic Subgraph-Guided Multi-Hop Path EMNLP 2025 DualRAG: A Dual-Process Approach to Integrate Reasoning and Retrieval for Multi-Hop Question Answering ACL 2025 DWIM: Towards Tool-aware Visual Reasoning via Discrepancy-aware Workflow Generation & Instruct-Masking Tuning ICCV 2025 DyCodeEval: Dynamic Benchmarking of Reasoning Capabilities in Code Large Language Models Under Data Contamination ICML 2025 Dynamic Collaboration of Multi-Language Models based on Minimal Complete Semantic Units EMNLP 2025 Dynamic Strategy Planning for Efficient Question Answering with Large Language Models NAACL 2025