Representation

Beyond Citations: Integrating Finding-Based Relations for Improved Biomedical Article Representations ACL 2025 Beyond Completion: A Foundation Model for General Knowledge Graph Reasoning ACL 2025 Beyond Flatland: A Geometric Take on Matching Methods for Treatment Effect Estimation CLeaR 2025 Beyond Pairwise: Global Zero-shot Temporal Graph Generation EMNLP 2025 Beyond Seen Data: Improving KBQA Generalization Through Schema-Guided Logical Form Generation EMNLP 2025 Beyond Topological Self-Explainable GNNs: A Formal Explainability Perspective ICML 2025 Bi-level Contrastive Learning for Knowledge-Enhanced Molecule Representations AAAI 2025 Breaking the Noise Barrier: LLM-Guided Semantic Filtering and Enhancement for Multi-Modal Entity Alignment EMNLP 2025 Building Data Infrastructure for Low-Resource Languages NAACL 2025 BYOKG-RAG: Multi-Strategy Graph Retrieval for Knowledge Graph Question Answering EMNLP 2025 Can Knowledge Graphs Make Large Language Models More Trustworthy? An Empirical Study Over Open-ended Question Answering ACL 2025 Can LLMs be Good Graph Judge for Knowledge Graph Construction? EMNLP 2025 Can LLMs be Knowledge Graph Curators for Validating Triple Insertions? COLING 2025 Can LLMs Evaluate Complex Attribution in QA? Automatic Benchmarking using Knowledge Graphs ACL 2025 CEGA: A Cost-Effective Approach for Graph-Based Model Extraction and Acquisition ICML 2025 CEGRL-TKGR: A Causal Enhanced Graph Representation Learning Framework for Temporal Knowledge Graph Reasoning COLING 2025 Certainty in Uncertainty: Reasoning over Uncertain Knowledge Graphs with Statistical Guarantees EMNLP 2025 Chain of Knowledge Graph: Information-Preserving Multi-Document Summarization for Noisy Documents COLING 2025 ClaimPKG: Enhancing Claim Verification via Pseudo-Subgraph Generation with Lightweight Specialized LLM ACL 2025 CodeTaxo: Enhancing Taxonomy Expansion with Limited Examples via Code Language Prompts ACL 2025 CodexGraph: Bridging Large Language Models and Code Repositories via Code Graph Databases NAACL 2025 CoDy: Counterfactual Explainers for Dynamic Graphs ICML 2025 CognTKE: A Cognitive Temporal Knowledge Extrapolation Framework AAAI 2025 CogTwin: A Hybrid Cognitive Architecture Framework for Adaptable and Cognitive Digital Twins IJCAI 2025 Column-Oriented Datalog on the GPU AAAI 2025