Knowledge

Investigating Context Faithfulness in Large Language Models: The Roles of Memory Strength and Evidence Style ACL 2025 KMatrix-2: A Comprehensive Heterogeneous Knowledge Collaborative Enhancement Toolkit for Large Language Model EMNLP 2025 Knowledge Boundary of Large Language Models: A Survey ACL 2025 Listening to Patients: Detecting and Mitigating Patient Misreport in Medical Dialogue System ACL 2025 Literature Meets Data: A Synergistic Approach to Hypothesis Generation ACL 2025 LLM as Entity Disambiguator for Biomedical Entity-Linking ACL 2025 LTRAG: Enhancing Autoformalization and Self-refinement for Logical Reasoning with Thought-Guided RAG ACL 2025 MALAMUTE: A Multilingual, Highly-granular, Template-free, Education-based Probing Dataset ACL 2025 Mitigating Geospatial Knowledge Hallucination in Large Language Models: Benchmarking and Dynamic Factuality Aligning EMNLP 2025 MMBoundary: Advancing MLLM Knowledge Boundary Awareness through Reasoning Step Confidence Calibration ACL 2025 New Compilation Languages Based on Restricted Weak Decomposability AAAI 2025 OmniThink: Expanding Knowledge Boundaries in Machine Writing through Thinking EMNLP 2025 PEACE: Empowering Geologic Map Holistic Understanding with MLLMs CVPR 2025 Planning in the Dark: LLM-Symbolic Planning Pipeline Without Experts AAAI 2025 Practical Solutions to Practical Problems in Developing Argument Mining Systems ACL 2025 Predicting User Behavior in Smart Spaces with LLM-Enhanced Logs and Personalized Prompts AAAI 2025 Promoting Knowledge Base Question Answering by Directing LLMs to Generate Task-relevant Logical Forms AAAI 2025 PROTECT: Policy-Related Organizational Value Taxonomy for Ethical Compliance and Trust ACL 2025 Read it in Two Steps: Translating Extremely Low-Resource Languages with Code-Augmented Grammar Books ACL 2025 Re-TASK: Revisiting LLM Tasks from Capability, Skill, and Knowledge Perspectives ACL 2025 Rethinking and Improving Student Learning and Forgetting Processes for Attention based Knowledge Tracing Models AAAI 2025 SANSKRITI: A Comprehensive Benchmark for Evaluating Language Models’ Knowledge of Indian Culture ACL 2025 Self-Tuning: Instructing LLMs to Effectively Acquire New Knowledge through Self-Teaching ACL 2025 Should I Believe in What Medical AI Says? A Chinese Benchmark for Medication Based on Knowledge and Reasoning ACL 2025 SR-FoT: A Syllogistic-Reasoning Framework of Thought for Large Language Models Tackling Knowledge-based Reasoning Tasks AAAI 2025