Reasoning

Agentic Reasoning: A Streamlined Framework for Enhancing LLM Reasoning with Agentic Tools ACL 2025 AgentPro: Enhancing LLM Agents with Automated Process Supervision EMNLP 2025 Agents generalize to novel levels of abstraction by using adaptive linguistic strategies ACL 2025 Aguvis: Unified Pure Vision Agents for Autonomous GUI Interaction ICML 2025 A-I-RAVEN and I-RAVEN-Mesh: Two New Benchmarks for Abstract Visual Reasoning IJCAI 2025 Aligning with Logic: Measuring, Evaluating and Improving Logical Preference Consistency in Large Language Models ICML 2025 All Roads Lead to Rome: Graph-Based Confidence Estimation for Large Language Model Reasoning EMNLP 2025 AlphaOne: Reasoning Models Thinking Slow and Fast at Test Time EMNLP 2025 Alpha-SQL: Zero-Shot Text-to-SQL using Monte Carlo Tree Search ICML 2025 ALW: Adaptive Layer-Wise contrastive decoding enhancing reasoning ability in Large Language Models ACL 2025 Analysing Chain of Thought Dynamics: Active Guidance or Unfaithful Post-hoc Rationalisation? EMNLP 2025 Analyzing Interview Questions via Bloom’s Taxonomy to Enhance the Design Thinking Process ACL 2025 An Analysis of the Impact of Problem Paraphrasing on LLM-Based Mathematical Problem Solving IJCNLP 2025 Anchor Search: A Unified Framework for Suboptimal Bidirectional Search AAAI 2025 An Efficient and Precise Training Data Construction Framework for Process-supervised Reward Model in Mathematical Reasoning ACL 2025 An Empirical Study of LLM Reasoning Ability Under Strict Output Length Constraint EMNLP 2025 A Neuro-Symbolic Framework for Sequence Classification with Relational and Temporal Knowledge IJCAI 2025 An Extension-Based Argument-Ranking Semantics: Social Rankings in Abstract Argumentation AAAI 2025 AnRe: Analogical Replay for Temporal Knowledge Graph Forecasting ACL 2025 Answering Conjunctive Queries with Safe Negation and Inequalities over RDFS Knowledge Bases AAAI 2025 A Reasoner for Real-World Event Detection: Scaling Reinforcement Learning via Adaptive Perplexity-Aware Sampling Strategy EMNLP 2025 Are Language Models Consequentialist or Deontological Moral Reasoners? EMNLP 2025 Are Rules Meant to be Broken? Understanding Multilingual Moral Reasoning as a Computational Pipeline with UniMoral ACL 2025 Argumentative Analysis of Legal Rulings: A Structured Framework Using Bobbitt’s Typology ACL 2025 Argumentative Large Language Models for Explainable and Contestable Claim Verification AAAI 2025