Knowledge

StructFact: Reasoning Factual Knowledge from Structured Data with Large Language Models ACL 2025 Synergistic Multi-Agent Framework with Trajectory Learning for Knowledge-Intensive Tasks AAAI 2025 SynFix: Dependency-Aware Program Repair via RelationGraph Analysis ACL 2025 TableKV: KV Cache Compression for In-Context Table Processing ACL 2025 TaxoAlign: Scholarly Taxonomy Generation Using Language Models EMNLP 2025 Towards Adaptive Memory-Based Optimization for Enhanced Retrieval-Augmented Generation ACL 2025 Towards Geo-Culturally Grounded LLM Generations ACL 2025 Understanding the Gap: an Analysis of Research Collaborations in NLP and Language Documentation ACL 2025 VCD: A Dataset for Visual Commonsense Discovery in Images ACL 2025 Weaver: Interweaving SQL and LLM for Table Reasoning EMNLP 2025 WET: Overcoming Paraphrasing Vulnerabilities in Embeddings-as-a-Service with Linear Transformation Watermarks ACL 2025 Zero-knowledge LLM hallucination detection and mitigation through fine-grained cross-model consistency EMNLP 2025 Adaptive Chameleon or Stubborn Sloth: Revealing the Behavior of Large Language Models in Knowledge Conflicts ICLR 2024 Adaptive Question Answering: Enhancing Language Model Proficiency for Addressing Knowledge Conflicts with Source Citations EMNLP 2024 Aegis:An Advanced LLM-Based Multi-Agent for Intelligent Functional Safety Engineering EMNLP 2024 AirPlanes: Accurate Plane Estimation via 3D-Consistent Embeddings CVPR 2024 A Textbook Remedy for Domain Shifts: Knowledge Priors for Medical Image Analysis NeurIPS 2024 Back to Basics: Revisiting REINFORCE-Style Optimization for Learning from Human Feedback in LLMs ACL 2024 Belief Revision: The Adaptability of Large Language Models Reasoning EMNLP 2024 Beyond Demographics: Aligning Role-playing LLM-based Agents Using Human Belief Networks EMNLP 2024 BIDER: Bridging Knowledge Inconsistency for Efficient Retrieval-Augmented LLMs via Key Supporting Evidence ACL 2024 Binding in hippocampal-entorhinal circuits enables compositionality in cognitive maps NeurIPS 2024 Bootstrapping Cognitive Agents with a Large Language Model AAAI 2024 CaLM: Contrasting Large and Small Language Models to Verify Grounded Generation ACL 2024 Can LLM Graph Reasoning Generalize beyond Pattern Memorization? EMNLP 2024