Knowledge & Reasoning

Modeling Complex Semantics Relation with Contrastively Fine-Tuned Relational Encoders ACL 2025 MolRAG: Unlocking the Power of Large Language Models for Molecular Property Prediction ACL 2025 mRAKL: Multilingual Retrieval-Augmented Knowledge Graph Construction for Low-Resourced Languages ACL 2025 MuCAL: Contrastive Alignment for Preference-Driven KG-to-Text Generation EMNLP 2025 MuCoS: Efficient Drug–Target Discovery via Multi-Context-Aware Sampling in Knowledge Graphs ACL 2025 Multi-Cost-Bounded Reachability Analysis of POMDPs UAI 2025 Multi-document Summarization through Multi-document Event Relation Graph Reasoning in LLMs: a case study in Framing Bias Mitigation ACL 2025 Multi-Domain Causal Discovery in Bijective Causal Models CLeaR 2025 Multilingual Knowledge Graph Completion via Efficient Multilingual Knowledge Sharing EMNLP 2025 Multilingual Skill Extraction for Job Vacancy–Job Seeker Matching in Knowledge Graphs COLING 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 Multi-View Empowered Structural Graph Wordification for Language Models AAAI 2025 MusKGC: A Flexible Multi-source Knowledge Enhancement Framework for Open-World Knowledge Graph Completion EMNLP 2025 MXMap: A Multivariate Cross Mapping Framework for Causal Discovery in Dynamical Systems CLeaR 2025 NeSyA: Neurosymbolic Automata IJCAI 2025 Network Causal Effect Estimation In Graphical Models Of Contagion And Latent Confounding CLeaR 2025 Neural Network-assisted Interval Reachability for Systems with Control Barrier Function-Based Safe Controllers L4DC 2025 Neuro-Conceptual Artificial Intelligence: Integrating OPM with Deep Learning to Enhance Question Answering Quality COLING 2025 Neuro-Symbolic Integration Brings Causal and Reliable Reasoning Proofs NAACL 2025 Neuro-Symbolic Natural Language Processing EMNLP 2025 Neuro-Symbolic Query Compiler ACL 2025 New Compilation Languages Based on Restricted Weak Decomposability AAAI 2025 NGQA: A Nutritional Graph Question Answering Benchmark for Personalized Health-aware Nutritional Reasoning ACL 2025 NLP@IIMAS-CLTL at Multilingual Counterspeech Generation: Combating Hate Speech Using Contextualized Knowledge Graph Representations and LLMs COLING 2025