Reasoning

MM-Verify: Enhancing Multimodal Reasoning with Chain-of-Thought Verification ACL 2025 ModelingAgent: Bridging LLMs and Mathematical Modeling for Real-World Challenges EMNLP 2025 ModeLing: A Novel Dataset for Testing Linguistic Reasoning in Language Models NAACL 2025 MolRAG: Unlocking the Power of Large Language Models for Molecular Property Prediction ACL 2025 MoRAgent: Parameter Efficient Agent Tuning with Mixture-of-Roles ICML 2025 MorphNLI: A Stepwise Approach to Natural Language Inference Using Text Morphing NAACL 2025 MPBench: A Comprehensive Multimodal Reasoning Benchmark for Process Errors Identification ACL 2025 MR. Judge: Multimodal Reasoner as a Judge EMNLP 2025 MRR-FV: Unlocking Complex Fact Verification with Multi-Hop Retrieval and Reasoning AAAI 2025 Multi-Agent LLM Debate Unveils the Premise Left Unsaid ACL 2025 Multi-Class versus Means-End: Assessing Classification Approaches for Argument Patterns ACL 2025 Multi-Document Event Extraction Using Large and Small Language Models EMNLP 2025 MultiLogicNMR(er): A Benchmark and Neural-Symbolic Framework for Non-monotonic Reasoning with Multiple Extensions EMNLP 2025 Multimodal Causal Reasoning Benchmark: Challenging Multimodal Large Language Models to Discern Causal Links Across Modalities ACL 2025 MuseScorer: Idea Originality Scoring At Scale EMNLP 2025 NarratEX Dataset: Explaining the Dominant Narratives in News Texts EMNLP 2025 Natural Logic at the Core: Dynamic Rewards for Entailment Tree Generation ACL 2025 NAVER: A Neuro-Symbolic Compositional Automaton for Visual Grounding with Explicit Logic Reasoning ICCV 2025 NeSyA: Neurosymbolic Automata IJCAI 2025 Neural Continuous-Time Supermartingale Certificates AAAI 2025 Neural Discovery in Mathematics: Do Machines Dream of Colored Planes? ICML 2025 Neural Reasoning for Sure Through Constructing Explainable Models AAAI 2025 Neural-Symbolic Collaborative Distillation: Advancing Small Language Models for Complex Reasoning Tasks AAAI 2025 Neuro-Conceptual Artificial Intelligence: Integrating OPM with Deep Learning to Enhance Question Answering Quality COLING 2025 Neuro-Symbolic Artificial Intelligence: Towards Improving the Reasoning Abilities of Large Language Models IJCAI 2025