knowledge integration

ArchRAG: Attributed Community-based Hierarchical Retrieval-Augmented Generation AAAI 2026 Bloom-Eval: A Hierarchical Evaluation Benchmark for Automatic Survey Generation Based on Bloom’s Taxonomy ACL 2026 Guaranteeing Knowledge Integration with Joint Decoding for Retrieval-Augmented Generation ACL 2026 Imagine with Layout and Sketch: Enhancing Vision-Language Retrieval with Dual-Stream Multi-Modal Query Refinement AAAI 2026 Knowledge-driven Augmentation and Retrieval for Integrative Temporal Adaptation ACL 2026 SR-KI: Scalable and Real-Time Knowledge Integration into LLMs via Supervised Attention AAAI 2026 ThinkNote: Enhancing Knowledge Integration and Utilization of Large Language Models via Constructivist Cognition Modeling EACL 2026 WikiREVIEW: A Multi-Perspective Review Framework for Automatic Wiki-Style Article Generation AAAI 2026 A Knowledge-driven Adaptive Collaboration of LLMs for Enhancing Medical Decision-making EMNLP 2025 An Effective Incorporating Heterogeneous Knowledge Curriculum Learning for Sequence Labeling ACL 2025 Augment before You Try: Knowledge-Enhanced Table Question Answering via Table Expansion EMNLP 2025 A Unified Framework for Human-Allied Learning of Probabilistic Circuits AAAI 2025 Bridging External and Parametric Knowledge: Mitigating Hallucination of LLMs with Shared-Private Semantic Synergy in Dual-Stream Knowledge EMNLP 2025 Causal Inference with Large Language Model: A Survey NAACL 2025 CCNU at SemEval-2025 Task 3: Leveraging Internal and External Knowledge of Large Language Models for Multilingual Hallucination Annotation SemEval 2025 Diagram-Driven Course Questions Generation EMNLP 2025 Efficient Rectification of Neuro-Symbolic Reasoning Inconsistencies by Abductive Reflection AAAI 2025 Empowering GraphRAG with Knowledge Filtering and Integration EMNLP 2025 Following Occam’s Razor: Dynamic Combination of Structured Knowledge for Multi-Hop Question Answering using LLMs EMNLP 2025 GER-LLM: Efficient and Effective Geospatial Entity Resolution with Large Language Model EMNLP 2025 Have We Designed Generalizable Structural Knowledge Promptings? Systematic Evaluation and Rethinking ACL 2025 How Much Knowledge Can You Pack into a LoRA Adapter without Harming LLM? NAACL 2025 KMatrix-2: A Comprehensive Heterogeneous Knowledge Collaborative Enhancement Toolkit for Large Language Model EMNLP 2025 KnowShiftQA: How Robust are RAG Systems when Textbook Knowledge Shifts in K-12 Education? ACL 2025 MedCOD: Enhancing English-to-Spanish Medical Translation of Large Language Models Using Enriched Chain-of-Dictionary Framework EMNLP 2025