Knowledge

A Theory of Formalisms for Representing Knowledge AAAI 2025 AttributeForge: An Agentic LLM Framework for Automated Product Schema Modeling EMNLP 2025 A Unified Framework for N-ary Property Information Extraction in Materials Science EMNLP 2025 A Unified Taxonomy-Guided Instruction Tuning Framework for Entity Set Expansion and Taxonomy Expansion ACL 2025 Automated Creation of Reusable and Diverse Toolsets for Enhancing LLM Reasoning AAAI 2025 Bridging AI and Carbon Capture: A Dataset for LLMs in Ionic Liquids and CBE Research ACL 2025 Can Language Models Handle a Non-Gregorian Calendar? The Case of the Japanese wareki IJCNLP 2025 Cognitive Fluctuations Enhanced Attention Network for Knowledge Tracing AAAI 2025 Column-Oriented Datalog on the GPU AAAI 2025 Consistent Query Answering over Existential Rules with Open and Closed Predicates AAAI 2025 Discovering Symmetries of ODEs by Symbolic Regression AAAI 2025 Do LLMs Encode Frame Semantics? Evidence from Frame Identification EMNLP 2025 DynaQuest: A Dynamic Question Answering Dataset Reflecting Real-World Knowledge Updates ACL 2025 Efficient Rectification of Neuro-Symbolic Reasoning Inconsistencies by Abductive Reflection AAAI 2025 Enabling Self-Improving Agents to Learn at Test Time With Human-In-The-Loop Guidance EMNLP 2025 Enhancing Elusive Clues in Knowledge Learning by Contrasting Attention of Language Models AAAI 2025 Explore What LLM Does Not Know in Complex Question Answering AAAI 2025 Finding your MUSE: Mining Unexpected Solutions Engine EMNLP 2025 From Knowledge to Noise: CTIM-Rover and the Pitfalls of Episodic Memory in Software Engineering Agents ACL 2025 GenKnowSub: Improving Modularity and Reusability of LLMs through General Knowledge Subtraction ACL 2025 Have We Designed Generalizable Structural Knowledge Promptings? Systematic Evaluation and Rethinking ACL 2025 Hierarchical Memory Organization for Wikipedia Generation ACL 2025 HoH: A Dynamic Benchmark for Evaluating the Impact of Outdated Information on Retrieval-Augmented Generation ACL 2025 INFER: A Neural-symbolic Model For Extrapolation Reasoning on Temporal Knowledge Graph ICLR 2025 Injecting Structured Knowledge into LLMs via Graph Neural Networks ACL 2025