Reasoning

Social Genome: Grounded Social Reasoning Abilities of Multimodal Models EMNLP 2025 SOCIAL SCAFFOLDS: A Generalization Framework for Social Understanding Tasks EMNLP 2025 Socratic-MCTS: Test-Time Visual Reasoning by Asking the Right Questions EMNLP 2025 Socratic Reasoning Improves Positive Text Rewriting NAACL 2025 SoftCoT: Soft Chain-of-Thought for Efficient Reasoning with LLMs ACL 2025 Softmax is not Enough (for Sharp Size Generalisation) ICML 2025 Soft Reasoning: Navigating Solution Spaces in Large Language Models through Controlled Embedding Exploration ICML 2025 SoT: Structured-of-Thought Prompting Guides Multilingual Reasoning in Large Language Models EMNLP 2025 SPaRC: A Spatial Pathfinding Reasoning Challenge EMNLP 2025 Sparks of Tabular Reasoning via Text2SQL Reinforcement Learning ACL 2025 Spatial457: A Diagnostic Benchmark for 6D Spatial Reasoning of Large Mutimodal Models CVPR 2025 SpatialLLM: A Compound 3D-Informed Design towards Spatially-Intelligent Large Multimodal Models CVPR 2025 Spatial Reasoning with Denoising Models ICML 2025 Spontaneous Giving and Calculated Greed in Language Models EMNLP 2025 SportReason: Evaluating Retrieval-Augmented Reasoning across Tables and Text for Sports Question Answering EMNLP 2025 SR-FoT: A Syllogistic-Reasoning Framework of Thought for Large Language Models Tackling Knowledge-based Reasoning Tasks AAAI 2025 STACKFEED: Structured Textual Actor-Critic Knowledge base editing with FEEDback EMNLP 2025 STAIR: Improving Safety Alignment with Introspective Reasoning ICML 2025 STaR-SQL: Self-Taught Reasoner for Text-to-SQL ACL 2025 START: Self-taught Reasoner with Tools EMNLP 2025 StateAct: Enhancing LLM Base Agents via Self-prompting and State-tracking ACL 2025 Step-by-Step Reasoning for Math Problems via Twisted Sequential Monte Carlo ICLR 2025 StepER: Step-wise Knowledge Distillation for Enhancing Reasoning Ability in Multi-Step Retrieval-Augmented Language Models EMNLP 2025 Step Guided Reasoning: Improving Mathematical Reasoning using Guidance Generation and Step Reasoning EMNLP 2025 Stepwise Informativeness Search for Improving LLM Reasoning EMNLP 2025