Reasoning

Auto-Regressive Moving Diffusion Models for Time Series Forecasting AAAI 2025 A Zero-Shot Neuro-Symbolic Approach for Complex Knowledge Graph Question Answering EMNLP 2025 Back Attention: Understanding and Enhancing Multi-Hop Reasoning in Large Language Models EMNLP 2025 BackMATH: Towards Backward Reasoning for Solving Math Problems Step by Step COLING 2025 BAR: A Backward Reasoning based Agent for Complex Minecraft Tasks ACL 2025 Behavioural vs. Representational Systematicity in End-to-End Models: An Opinionated Survey ACL 2025 Benchmarking Abstract and Reasoning Abilities Through A Theoretical Perspective ICML 2025 Benchmarking and Confidence Evaluation of LALMs For Temporal Reasoning Interspeech 2025 Beyond Context to Cognitive Appraisal: Emotion Reasoning as a Theory of Mind Benchmark for Large Language Models ACL 2025 Beyond Demographics: Enhancing Cultural Value Survey Simulation with Multi-Stage Personality-Driven Cognitive Reasoning EMNLP 2025 Beyond Guilt: Legal Judgment Prediction with Trichotomous Reasoning EMNLP 2025 Beyond Image Classification: A Video Benchmark and Dual-Branch Hybrid Discrimination Framework for Compositional Zero-Shot Learning CVPR 2025 Beyond Surface Simplicity: Revealing Hidden Reasoning Attributes for Precise Commonsense Diagnosis ACL 2025 Beyond Task-Specific Reasoning: A Unified Conditional Generative Framework for Abstract Visual Reasoning ICML 2025 Beyond the Answer: Advancing Multi-Hop QA with Fine-Grained Graph Reasoning and Evaluation ACL 2025 Big Escape Benchmark: Evaluating Human-Like Reasoning in Language Models via Real-World Escape Room Challenges ACL 2025 Black Swan: Abductive and Defeasible Video Reasoning in Unpredictable Events CVPR 2025 Boosting LLM’s Molecular Structure Elucidation with Knowledge Enhanced Tree Search Reasoning ACL 2025 Boundary Matters: Leveraging Structured Text Plots for Long Text Outline Generation EMNLP 2025 BPP-Search: Enhancing Tree of Thought Reasoning for Mathematical Modeling Problem Solving ACL 2025 Breaking the Reasoning Barrier A Survey on LLM Complex Reasoning through the Lens of Self-Evolution ACL 2025 Breaking the Self-Evaluation Barrier: Reinforced Neuro-Symbolic Planning with Large Language Models IJCAI 2025 BRIEF: Bridging Retrieval and Inference for Multi-hop Reasoning via Compression NAACL 2025 Bring Reason to Vision: Understanding Perception and Reasoning through Model Merging ICML 2025 BRiTE: Bootstrapping Reinforced Thinking Process to Enhance Language Model Reasoning ICML 2025