knowledge integration

Multi-Stage LLM Fine-Tuning with a Continual Learning Setting NAACL 2025 NLKI: A Lightweight Natural Language Knowledge Integration Framework for Improving Small VLMs in Commonsense VQA Tasks EMNLP 2025 Optimize Incompatible Parameters Through Compatibility-aware Knowledge Integration AAAI 2025 RAG+: Enhancing Retrieval-Augmented Generation with Application-Aware Reasoning 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 ReasonVQA: A Multi-hop Reasoning Benchmark with Structural Knowledge for Visual Question Answering ICCV 2025 Resolving Conflicting Evidence in Automated Fact-Checking: A Study on Retrieval-Augmented LLMs IJCAI 2025 Retrieval-Augmented Generation with Estimation of Source Reliability EMNLP 2025 SAKI-RAG: Mitigating Context Fragmentation in Long-Document RAG via Sentence-level Attention Knowledge Integration EMNLP 2025 Self-Updatable Large Language Models by Integrating Context into Model Parameters ICLR 2025 Towards Automated Knowledge Integration From Human-Interpretable Representations ICLR 2025 Wikidata-Driven Entity-Aware Translation: Boosting LLMs with External Knowledge SemEval 2025 A + B: A General Generator-Reader Framework for Optimizing LLMs to Unleash Synergy Potential ACL 2024 FinanceMATH: Knowledge-Intensive Math Reasoning in Finance Domains ACL 2024 Fusing Models with Complementary Expertise ICLR 2024 Generate-on-Graph: Treat LLM as both Agent and KG for Incomplete Knowledge Graph Question Answering EMNLP 2024 GraSAME: Injecting Token-Level Structural Information to Pretrained Language Models via Graph-guided Self-Attention Mechanism NAACL 2024 InfuserKI: Enhancing Large Language Models with Knowledge Graphs via Infuser-Guided Knowledge Integration EMNLP 2024 KG-Adapter: Enabling Knowledge Graph Integration in Large Language Models through Parameter-Efficient Fine-Tuning ACL 2024 Knowledge-Enhanced Historical Document Segmentation and Recognition AAAI 2024 Knowledge-to-SQL: Enhancing SQL Generation with Data Expert LLM ACL 2024 KnowVrDU: A Unified Knowledge-aware Prompt-Tuning Framework for Visually-rich Document Understanding COLING 2024 MagMax: Leveraging Model Merging for Seamless Continual Learning ECCV 2024 Model Composition for Multimodal Large Language Models ACL 2024 More Than Catastrophic Forgetting: Integrating General Capabilities For Domain-Specific LLMs EMNLP 2024