Reasoning

HyperTree Planning: Enhancing LLM Reasoning via Hierarchical Thinking ICML 2025 Hypothesis Generation for Materials Discovery and Design Using Goal-Driven and Constraint-Guided LLM Agents NAACL 2025 IDEA: Enhancing the Rule Learning Ability of Large Language Model Agent through Induction, Deduction, and Abduction ACL 2025 Idola Tribus of AI: Large Language Models tend to perceive order where none exists EMNLP 2025 Imagine While Reasoning in Space: Multimodal Visualization-of-Thought ICML 2025 ImpliRet: Benchmarking the Implicit Fact Retrieval Challenge EMNLP 2025 Improve Rule Retrieval and Reasoning with Self-Induction and Relevance ReEstimate ACL 2025 Improving Chain-of-Thought Reasoning via Quasi-Symbolic Abstractions ACL 2025 Improving Consistency in LLM Inference using Probabilistic Tokenization NAACL 2025 Improving Large Language Models Function Calling and Interpretability via Guided-Structured Templates EMNLP 2025 Improving Multilingual Retrieval-Augmented Language Models through Dialectic Reasoning Argumentations EMNLP 2025 Improving Rationality in the Reasoning Process of Language Models through Self-playing Game ICML 2025 Improving Reasoning Capabilities in Small Models through Mixture-of-layers Distillation with Stepwise Attention on Key Information EMNLP 2025 Improving Retrieval Augmented Language Model with Self-Reasoning AAAI 2025 Improving Rule-based Reasoning in LLMs using Neurosymbolic Representations EMNLP 2025 InductionBench: LLMs Fail in the Simplest Complexity Class ACL 2025 Inductive Learning of Logical Theories with LLMs: A Expressivity-graded Analysis AAAI 2025 Infer Human’s Intentions Before Following Natural Language Instructions AAAI 2025 Initial Models and Serialisability in Abstract Dialectical Frameworks IJCAI 2025 InMind: Evaluating LLMs in Capturing and Applying Individual Human Reasoning Styles EMNLP 2025 Insight Over Sight: Exploring the Vision-Knowledge Conflicts in Multimodal LLMs ACL 2025 Insight-V: Exploring Long-Chain Visual Reasoning with Multimodal Large Language Models CVPR 2025 InspireDebate: Multi-Dimensional Subjective-Objective Evaluation-Guided Reasoning and Optimization for Debating ACL 2025 Instruction-based Image Editing with Planning, Reasoning, and Generation ICCV 2025 IntentionESC: An Intention-Centered Framework for Enhancing Emotional Support in Dialogue Systems ACL 2025