Reasoning

OrderChain: Towards General Instruct-Tuning for Stimulating the Ordinal Understanding Ability of MLLM ICCV 2025 Order Doesn’t Matter, But Reasoning Does: Training LLMs with Order-Centric Augmentation EMNLP 2025 Overcoming Multi-step Complexity in Multimodal Theory-of-Mind Reasoning: A Scalable Bayesian Planner ICML 2025 Parallel Continuous Chain-of-Thought with Jacobi Iteration EMNLP 2025 Parrot: A Training Pipeline Enhances Both Program CoT and Natural Language CoT for Reasoning EMNLP 2025 Past Meets Present: Creating Historical Analogy with Large Language Models ACL 2025 Path Drift in Large Reasoning Models: How First-Person Commitments Override Safety EMNLP 2025 PathoHR: Hierarchical Reasoning for Vision-Language Models in Pathology EMNLP 2025 PathwiseRAG: Multi-Dimensional Exploration and Integration Framework EMNLP 2025 PDE-Controller: LLMs for Autoformalization and Reasoning of PDEs ICML 2025 PEIRCE: Unifying Material and Formal Reasoning via LLM-Driven Neuro-Symbolic Refinement ACL 2025 PENCIL: Long Thoughts with Short Memory ICML 2025 Percept, Memory, and Imagine: World Feature Simulating for Open-Domain Unknown Object Detection CVPR 2025 PhantomWiki: On-Demand Datasets for Reasoning and Retrieval Evaluation ICML 2025 PhysicsArena: The First Multimodal Physics Reasoning Benchmark Exploring Variable, Process, and Solution Dimensions EMNLP 2025 Physics Context Builders: A Modular Framework for Physical Reasoning in Vision-Language Models ICCV 2025 PhysicsGen: Can Generative Models Learn from Images to Predict Complex Physical Relations? CVPR 2025 PhysReason: A Comprehensive Benchmark towards Physics-Based Reasoning ACL 2025 PhyT2V: LLM-Guided Iterative Self-Refinement for Physics-Grounded Text-to-Video Generation CVPR 2025 PIPER: Benchmarking and Prompting Event Reasoning Boundary of LLMs via Debiasing-Distillation Enhanced Tuning ACL 2025 PlanGEN: A Multi-Agent Framework for Generating Planning and Reasoning Trajectories for Complex Problem Solving EMNLP 2025 Planning-Aware Code Infilling via Horizon-Length Prediction EMNLP 2025 Planning from Imagination: Episodic Simulation and Episodic Memory for Vision-and-Language Navigation AAAI 2025 PLAN-TUNING: Post-Training Language Models to Learn Step-by-Step Planning for Complex Problem Solving EMNLP 2025 Policy Guided Tree Search for Enhanced LLM Reasoning ICML 2025