Reasoning

Process Reward Models Meet Planning: Generating Precise and Scalable Datasets for Step-Level Rewards ACL 2026 R-4B: Incentivizing General-Purpose Auto-Thinking in MLLMs via Bi-Mode Annealing and Reinforce Learning CVPR 2026 ReasonRank: Empowering Passage Ranking with Strong Reasoning Ability ACL 2026 ReCode: Reinforcing Code Generation with Reasoning-Process Rewards ACL 2026 Reinforce to Learn, Elect to Reason: A Dual Paradigm for Video Reasoning CVPR 2026 Rethinking Table Pruning in TableQA: From Sequential Revisions to Gold Trajectory-Supervised Parallel Search ACL 2026 Scalable Object Relation Encoding for Better 3D Spatial Reasoning in Large Language Models CVPR 2026 SHAPE: Stage-aware Hierarchical Advantage via Potential Estimation for LLM Reasoning ACL 2026 SQL-Trail: Multi-Turn Reinforcement Learning with Interleaved Feedback for Text-to-SQL ACL 2026 Test-Time Scaling in Clinical Decision Making MIDL 2026 The Bidirectional Process Reward Model ACL 2026 TiViBench: Benchmarking Think-in-Video Reasoning for Video Generation CVPR 2026 Unified Thinker: A General Reasoning Core for Image Generation ACL 2026 Unlocking Token Rewards via Training-Free Reward Attribution CVPR 2026 VisRef: Visual Refocusing while Thinking Improves Test-Time Scaling in Multi-Modal Large Reasoning Models CVPR 2026 Visual Diffusion Models are Geometric Solvers CVPR 2026 YNU-HPCC at SemEval-2026 Task 12: Retrieval-Guided Reasoning with Teacher Distillation for Abductive Event Reasoning SemEval 2026 Code Execution as Grounded Supervision for LLM Reasoning EMNLP 2025 Critic-CoT: Boosting the Reasoning Abilities of Large Language Model via Chain-of-Thought Critic ACL 2025 Preference Optimization for Reasoning with Pseudo Feedback ICLR 2025 Scaling LLMs’ Social Reasoning: Sprinkle Cognitive “Aha Moment” into Fundamental Long-thought Logical Capabilities ACL 2025 Seq-VCR: Preventing Collapse in Intermediate Transformer Representations for Enhanced Reasoning ICLR 2025 On the Markov Property of Neural Algorithmic Reasoning: Analyses and Methods ICLR 2024 REFACTOR: Learning to Extract Theorems from Proofs ICLR 2024 Understanding Addition in Transformers ICLR 2024