Knowledge & Reasoning

KMatrix-2: A Comprehensive Heterogeneous Knowledge Collaborative Enhancement Toolkit for Large Language Model EMNLP 2025 Knowledge-Augmented Question Error Correction for Chinese Question Answer System with QuestionRAG EMNLP 2025 Knowledge-Aware Co-Reasoning for Multidisciplinary Collaboration EMNLP 2025 Knowledge Base Construction for Knowledge-Augmented Text-to-SQL ACL 2025 Knowledge Bridger: Towards Training-Free Missing Modality Completion CVPR 2025 Knowledge Graph Completion with Relation-Aware Anchor Enhancement AAAI 2025 Knowledge Graph Retrieval-Augmented Generation for LLM-based Recommendation ACL 2025 Knowledge-Guided Part Segmentation ICCV 2025 Knowledge-Infused Learning for Developing a Mental Health Diagnostic Copilot in Healthcare Systems AAAI 2025 KnowRA: Knowledge Retrieval Augmented Method for Document-level Relation Extraction with Comprehensive Reasoning Abilities IJCAI 2025 Label Bias in Symbolic Representation of Meaning ACL 2025 LAB-KG: A Retrieval-Augmented Generation Method with Knowledge Graphs for Medical Lab Test Interpretation COLING 2025 Language-Guided Audio-Visual Learning for Long-Term Sports Assessment CVPR 2025 Language Models as Causal Effect Generators EMNLP 2025 Language Models, Graph Searching, and Supervision Adulteration: When More Supervision is Less and How to Make More More ACL 2025 Large Language Models and Causal Inference in Collaboration: A Comprehensive Survey NAACL 2025 Large Language Models Can Solve Real-World Planning Rigorously with Formal Verification Tools NAACL 2025 Large Language Models for Causal Discovery: Current Landscape and Future Directions IJCAI 2025 LASER: A Neuro-Symbolic Framework for Learning Spatio-Temporal Scene Graphs with Weak Supervision ICLR 2025 Latent Variable Causal Discovery under Selection Bias ICML 2025 LATTE: Learning Aligned Transactions and Textual Embeddings for Bank Clients EMNLP 2025 Learnable Spatial-Temporal Positional Encoding for Link Prediction ICML 2025 Learning Biomolecular Models using Signal Temporal Logic L4DC 2025 Learning causal graphs via nonlinear sufficient dimension reduction JMLR 2025 Learning Concept Prerequisite Relation via Global Knowledge Relation Optimization AAAI 2025