Knowledge & Reasoning

Machine Learning meets Algebraic Combinatorics: A Suite of Datasets Capturing Research-level Conjecturing Ability in Pure Mathematics ICML 2025 MAGIC-VQA: Multimodal And Grounded Inference with Commonsense Knowledge for Visual Question Answering ACL 2025 MASA: LLM-Driven Multi-Agent Systems for Autoformalization EMNLP 2025 Matching and Linking Entries in Historical Swedish Encyclopedias NAACL 2025 MCF-Spouse: A Multi-Label Causal Feature Selection Method with Optimal Spouses Discovery IJCAI 2025 MCTS-RAG: Enhancing Retrieval-Augmented Generation with Monte Carlo Tree Search EMNLP 2025 Meaning Holism and Indeterminacy of Reference in Ontologies (Extended Abstract) IJCAI 2025 Measuring In-Context Computation Complexity via Hidden State Prediction ICML 2025 Measuring Variable Importance in Heterogeneous Treatment Effects with Confidence ICML 2025 MedEx: Enhancing Medical Question-Answering with First-Order Logic based Reasoning and Knowledge Injection COLING 2025 Media of Langue: Exploring Word Translation Network NAACL 2025 Medical Graph RAG: Evidence-based Medical Large Language Model via Graph Retrieval-Augmented Generation ACL 2025 MedPath: Multi-Domain Cross-Vocabulary Hierarchical Paths for Biomedical Entity Linking IJCNLP 2025 MeKB-Sim: Personal Knowledge Base-Powered Multi-Agent Simulation NAACL 2025 Memory-augmented Query Reconstruction for LLM-based Knowledge Graph Reasoning ACL 2025 MeshTest: End-to-End Testing for Service Mesh Traffic Management NSDI 2025 Meta-Semantics Augmented Few-Shot Relational Learning EMNLP 2025 Mind the Query: A Benchmark Dataset towards Text2Cypher Task EMNLP 2025 Minimal Evidence Group Identification for Claim Verification NAACL 2025 Mining Complex Patterns of Argumentative Reasoning in Natural Language Dialogue ACL 2025 Mining the Past with Dual Criteria: Integrating Three types of Historical Information for Context-aware Event Forecasting EMNLP 2025 Mitigating Heterogeneity among Factor Tensors via Lie Group Manifolds for Tensor Decomposition Based Temporal Knowledge Graph Embedding NAACL 2025 Mitigating Over-Squashing in Graph Neural Networks by Spectrum-Preserving Sparsification ICML 2025 Mixed-Curvature Multi-Modal Knowledge Graph Completion AAAI 2025 Mixture of Structural-and-Textual Retrieval over Text-rich Graph Knowledge Bases ACL 2025