Knowledge & Reasoning

From Complex to Atomic: Enhancing Augmented Generation via Knowledge-Aware Dual Rewriting and Reasoning ICML 2025 From Feedback to Checklists: Grounded Evaluation of AI-Generated Clinical Notes EMNLP 2025 From Informal to Formal – Incorporating and Evaluating LLMs on Natural Language Requirements to Verifiable Formal Proofs ACL 2025 From Knowledge to Treatment: Large Language Model Assisted Biomedical Concept Representation for Drug Repurposing EMNLP 2025 From RAG to Memory: Non-Parametric Continual Learning for Large Language Models ICML 2025 GCAD: Anomaly Detection in Multivariate Time Series from the Perspective of Granger Causality AAAI 2025 GCF: Estimating Unobserved Demand Using Graph Causal Forecasting AAAI 2025 GC-VLN: Instruction as Graph Constraints for Training-free Vision-and-Language Navigation CoRL 2025 Generalized Criterion for Identifiability of Additive Noise Models Using Majorization AISTATS 2025 Generalized Random Forests Using Fixed-Point Trees ICML 2025 Generalized Safe Conditional Syntax Splitting of Belief Bases IJCAI 2025 Generalizing Causal Effects from Randomized Controlled Trials to Target Populations across Diverse Environments ICML 2025 Generating Commonsense Reasoning Questions with Controllable Complexity through Multi-step Structural Composition COLING 2025 Generating Counterfactual Explanations Under Temporal Constraints AAAI 2025 Generating Domain-Specific Knowledge Graphs from Large Language Models ACL 2025 Generating Hypotheses of Dynamic Causal Graphs in Neuroscience: Leveraging Generative Factor Models of Observed Time Series ICML 2025 Generating Long-form Story Using Dynamic Hierarchical Outlining with Memory-Enhancement NAACL 2025 Generating Spatial Knowledge Graphs from Automotive Diagrams for Question Answering EMNLP 2025 Generating Synthetic Relational Tabular Data via Structural Causal Models ACL 2025 Generating Text from Uniform Meaning Representation IJCNLP 2025 Generative FrameNet: Scalable and Adaptive Frames for Interpretable Knowledge Storage and Retrieval for LLMs Powered by LLMs COLING 2025 Generative Intervention Models for Causal Perturbation Modeling ICML 2025 GeoPro-Net: Learning Interpretable Spatiotemporal Prediction Models Through Statistically-Guided Geo-Prototyping AAAI 2025 GER-LLM: Efficient and Effective Geospatial Entity Resolution with Large Language Model EMNLP 2025 Germane Conflicts: Desirable Properties for Localising Inconsistency AAAI 2025