knowledge injection

Bidirectional LMs are Better Knowledge Memorizers? A Benchmark for Real-world Knowledge Injection ACL 2026 Ensemble Privacy Defense for Knowledge-Intensive LLMs against Membership Inference Attacks EACL 2026 How Can Synthetic Data Improve Multilingual Language Model Pretraining? A Data Quality Perspective ACL 2026 Injection Without Distortion: Geometrically Constrained Knowledge Enhancement for Vision-Language Models AAAI 2026 Knowledge Injection Exists in MoE? Exploring Expert-Aware Contrast Decoding in MoE for Mitigating LLMs’ Hallucinations ACL 2026 Safe RAG by RAG: Untying the Bell That RAG Rang with the RAG Hand AAAI 2026 SAME: Sparse and Anchored Model Editing for Heterogeneous Incremental Learning under Limited Data CVPR 2026 SpeechMedAssist: Efficiently and Effectively Adapting Speech Language Models for Medical Consultation ACL 2026 "We Are (Language) Family”: Adapting Transformer models to related minority languages with linguistic data EACL 2026 A General Knowledge Injection Framework for ICD Coding ACL 2025 A Survey of RAG-Reasoning Systems in Large Language Models EMNLP 2025 Benefit From Seen: Enhancing Open-Vocabulary Object Detection by Bridging Visual and Textual Co-Occurrence Knowledge ICCV 2025 CAT: Causal Attention Tuning For Injecting Fine-grained Causal Knowledge into Large Language Models EMNLP 2025 Data Doping or True Intelligence? Evaluating the Transferability of Injected Knowledge in LLMs EMNLP 2025 Decoupling Reasoning and Knowledge Injection for In-Context Knowledge Editing ACL 2025 Dynamic Injection of Entity Knowledge into Dense Retrievers EMNLP 2025 External Knowledge Injection for CLIP-Based Class-Incremental Learning ICCV 2025 Generative Adapter: Contextualizing Language Models in Parameters with A Single Forward Pass ICLR 2025 GPLSICORTEX at SemEval-2025 Task 10: Leveraging Intentions for Generating Narrative Extractions SemEval 2025 How Much Knowledge Can You Pack into a LoRA Adapter without Harming LLM? NAACL 2025 Injecting Domain-Specific Knowledge into Large Language Models: A Comprehensive Survey EMNLP 2025 Injecting Structured Knowledge into LLMs via Graph Neural Networks ACL 2025 MedEx: Enhancing Medical Question-Answering with First-Order Logic based Reasoning and Knowledge Injection COLING 2025 Memorizing is Not Enough: Deep Knowledge Injection Through Reasoning ACL 2025 On the Way to LLM Personalization: Learning to Remember User Conversations ACL 2025