Reasoning

CoMAT: Chain of Mathematically Annotated Thought Improves Mathematical Reasoning EMNLP 2025 Combining Constrained and Unconstrained Decoding via Boosting: BoostCD and Its Application to Information Extraction EMNLP 2025 Commonsense Reasoning in Arab Culture ACL 2025 Commonsense Video Question Answering through Video-Grounded Entailment Tree Reasoning CVPR 2025 Comparing Language Models of Different Scales for Security-Focused Tabular Query Generation and Reasoning IJCNLP 2025 Complete Symmetry Breaking for Finite Models AAAI 2025 ComplexTempQA: A 100m Dataset for Complex Temporal Question Answering EMNLP 2025 CoMT: A Novel Benchmark for Chain of Multi-modal Thought on Large Vision-Language Models AAAI 2025 ConceptSearch: Towards Efficient Program Search Using LLMs for Abstraction and Reasoning Corpus (ARC) (Student Abstract) AAAI 2025 Conceptual Diagnostics for Knowledge Graphs and Large Language Models ACL 2025 Concise and Organized Perception Facilitates Reasoning in Large Language Models NAACL 2025 Conditional Dichotomy Quantification via Geometric Embedding ACL 2025 Confidence-Aware Reasoning: Optimizing Self-Guided Thinking Trajectories in Large Reasoning Models EMNLP 2025 Confidence-guided Refinement Reasoning for Zero-shot Question Answering EMNLP 2025 Confidence Improves Self-Consistency in LLMs ACL 2025 ConKE: Conceptualization-Augmented Knowledge Editing in Large Language Models for Commonsense Reasoning ACL 2025 Connecting the Knowledge Dots: Retrieval-augmented Knowledge Connection for Commonsense Reasoning EMNLP 2025 ConstraintLLM: A Neuro-Symbolic Framework for Industrial-Level Constraint Programming EMNLP 2025 Content-free Logical Modification of Large Language Model by Disentangling and Modifying Logic Representation AAAI 2025 Controlling Equational Reasoning in Large Language Models with Prompt Interventions AAAI 2025 ControlMed: Adding Reasoning Control to Medical Language Model IJCNLP 2025 CoPINN: Cognitive Physics-Informed Neural Networks ICML 2025 CoRE: Condition-based Reasoning for Identifying Outcome Variance in Complex Events ACL 2025 Core Knowledge Deficits in Multi-Modal Language Models ICML 2025 CORRECT: Context- and Reference-Augmented Reasoning and Prompting for Fact-Checking NAACL 2025