external knowledge

Breaking the Trade-Off Between Faithfulness and Expressiveness for Large Language Models AAAI 2026 PRGB Benchmark: A Robust Placeholder-Assisted Algorithm for Benchmarking Retrieval-Augmented Generation AAAI 2026 Scaling External Knowledge Input Beyond Context Windows of LLMs via Multi-Agent Collaboration ACL 2026 Adaptive Retrieval-Augmented Generation for Conversational Systems NAACL 2025 An Effective Incorporating Heterogeneous Knowledge Curriculum Learning for Sequence Labeling ACL 2025 Astute RAG: Overcoming Imperfect Retrieval Augmentation and Knowledge Conflicts for Large Language Models ACL 2025 Augment before You Try: Knowledge-Enhanced Table Question Answering via Table Expansion EMNLP 2025 Augmenting Multimodal LLMs with Self-Reflective Tokens for Knowledge-based Visual Question Answering CVPR 2025 ChatCRS: Incorporating External Knowledge and Goal Guidance for LLM-based Conversational Recommender Systems NAACL 2025 Connecting the Knowledge Dots: Retrieval-augmented Knowledge Connection for Commonsense Reasoning EMNLP 2025 Correcting Hallucinations in News Summaries: Exploration of Self-Correcting LLM Methods with External Knowledge ACL 2025 CUTN_Bio at BioLaySumm: Multi-Task Prompt Tuning with External Knowledge and Readability adaptation for Layman Summarization ACL 2025 Do LLMs Adhere to Label Definitions? Examining Their Receptivity to External Label Definitions EMNLP 2025 External Knowledge Injection for CLIP-Based Class-Incremental Learning ICCV 2025 FiRC-NLP at SemEval-2025 Task 3: Exploring Prompting Approaches for Detecting Hallucinations in LLMs SemEval 2025 From Superficial to Deep: Integrating External Knowledge for Follow-up Question Generation Using Knowledge Graph and LLM COLING 2025 Implementing and Evaluating Multi-source Retrieval-Augmented Translation EMNLP 2025 Improving LLM’s Attachment to External Knowledge In Dialogue Generation Tasks Through Entity Anonymization IJCNLP 2025 LegalAgentBench: Evaluating LLM Agents in Legal Domain ACL 2025 Leveraging External Knowledge Bases: Analyzing Presentation Methods and Their Impact on Model Performance NAACL 2025 MusKGC: A Flexible Multi-source Knowledge Enhancement Framework for Open-World Knowledge Graph Completion EMNLP 2025 PuzzleGPT: Emulating Human Puzzle-Solving Ability for Time and Location Prediction NAACL 2025 RAG-Instruct: Boosting LLMs with Diverse Retrieval-Augmented Instructions EMNLP 2025 RAGthoven at SemEval 2025 - Task 2: Enhancing Entity-Aware Machine Translation with Large Language Models, Retrieval Augmented Generation and Function Calling SemEval 2025 StepKE: Stepwise Knowledge Editing for Multi-Hop Question Answering EMNLP 2025