Reasoning

From Phrases to Subgraphs: Fine-Grained Semantic Parsing for Knowledge Graph Question Answering ACL 2025 From Probability to Counterfactuals: the Increasing Complexity of Satisfiability in Pearl's Causal Hierarchy ICLR 2025 Full-Step-DPO: Self-Supervised Preference Optimization with Step-wise Rewards for Mathematical Reasoning ACL 2025 Fuzzy Collaborative Reasoning AAAI 2025 Fuzzy Reasoning Chain (FRC): An Innovative Reasoning Framework from Fuzziness to Clarity EMNLP 2025 GAMEBoT: Transparent Assessment of LLM Reasoning in Games ACL 2025 Generalizing from SIMPLE to HARD Visual Reasoning: Can We Mitigate Modality Imbalance in VLMs? ICML 2025 Generating Counterfactual Explanations Under Temporal Constraints AAAI 2025 GenPlan: Generative Sequence Models as Adaptive Planners AAAI 2025 GeoCoder: Solving Geometry Problems by Generating Modular Code through Vision-Language Models NAACL 2025 GeoDANO: Geometric VLM with Domain Agnostic Vision Encoder EMNLP 2025 GFlowVLM: Enhancing Multi-step Reasoning in Vision-Language Models with Generative Flow Networks CVPR 2025 GLASS: Guided Latent Slot Diffusion for Object-Centric Learning CVPR 2025 GNS: Solving Plane Geometry Problems by Neural-Symbolic Reasoning with Multi-Modal LLMs AAAI 2025 Gold-medalist Performance in Solving Olympiad Geometry with AlphaGeometry2 JMLR 2025 Grammar-Constrained Decoding Makes Large Language Models Better Logical Parsers ACL 2025 GraphEval36K: Benchmarking Coding and Reasoning Capabilities of Large Language Models on Graph Datasets NAACL 2025 Graph-of-Thoughts for Fact-Checking with Large Language Models ACL 2025 GRAT: Guiding Retrieval-Augmented Reasoning through Process Rewards Tree Search ACL 2025 GRPO-LEAD: A Difficulty-Aware Reinforcement Learning Approach for Concise Mathematical Reasoning in Language Models EMNLP 2025 GSM-$∞$: How Do your LLMs Behave over Infinitely Increasing Reasoning Complexity and Context Length? ICML 2025 GuardAgent: Safeguard LLM Agents via Knowledge-Enabled Reasoning ICML 2025 GuessingGame: Measuring the Informativeness of Open-Ended Questions in Large Language Models EMNLP 2025 Guess What I am Thinking: A Benchmark for Inner Thought Reasoning of Role-Playing Language Agents EMNLP 2025 Guided Search Strategies in Non-Serializable Environments with Applications to Software Engineering Agents ICML 2025