Representation

Evaluating Design Decisions for Dual Encoder-based Entity Disambiguation ACL 2025 EventRAG: Enhancing LLM Generation with Event Knowledge Graphs ACL 2025 EvoMesh: Adaptive Physical Simulation with Hierarchical Graph Evolutions ICML 2025 Exploring Graph Representations of Logical Forms for Language Modeling ACL 2025 Exploring the Impacts of Feature Fusion Strategy in Multi-modal Entity Alignment COLING 2025 Extending Complex Logical Queries on Uncertain Knowledge Graphs ACL 2025 FactTrack: Time-Aware World State Tracking in Story Outlines NAACL 2025 Falsification of Unconfoundedness by Testing Independence of Causal Mechanisms ICML 2025 Fast-and-Frugal Text-Graph Transformers are Effective Link Predictors ACL 2025 FDGen: A Fairness-Aware Graph Generation Model ICML 2025 Federated Voxel Scene Graph for Intracranial Hemorrhage WACV 2025 Finding your MUSE: Mining Unexpected Solutions Engine EMNLP 2025 ForestCast: Open-Ended Event Forecasting with Semantic News Forest EMNLP 2025 From Chain to Tree: Refining Chain-like Rules into Tree-like Rules on Knowledge Graphs COLING 2025 From Complex to Atomic: Enhancing Augmented Generation via Knowledge-Aware Dual Rewriting and Reasoning ICML 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 GC-VLN: Instruction as Graph Constraints for Training-free Vision-and-Language Navigation CoRL 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 Spatial Knowledge Graphs from Automotive Diagrams for Question Answering EMNLP 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 GER-LLM: Efficient and Effective Geospatial Entity Resolution with Large Language Model EMNLP 2025