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1837 papers

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KG

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large language model (13587) question answering (2963) graph neural network (3962) link prediction (624) retrieval-augmented generation (1592) multi-hop reasoning (423) relation extraction (919) information extraction (1090) representation learning (6206) graph embedding (349)

Papers

Knowledge-Aware Co-Reasoning for Multidisciplinary Collaboration EMNLP 2025
HopRAG: Multi-Hop Reasoning for Logic-Aware Retrieval-Augmented Generation ACL 2025
RareSyn: Health Record Synthesis for Rare Disease Diagnosis EMNLP 2025
GRASP-ChoQ: Knowledge Graph-Based Retrieval Augmentation for Stance Detection in Political Texts with Chain-of-Questions Reasoning IJCNLP 2025
PropRAG: Guiding Retrieval with Beam Search over Proposition Paths EMNLP 2025
GRIL: Knowledge Graph Retrieval-Integrated Learning with Large Language Models EMNLP 2025
Judge and Improve: Towards a Better Reasoning of Knowledge Graphs with Large Language Models EMNLP 2025
From In-Distribution to Out-of-Distribution: Joint Loss for Improving Generalization in Software Mention and Relation Extraction ACL 2025
MAGIC: A Multi-Hop and Graph-Based Benchmark for Inter-Context Conflicts in Retrieval-Augmented Generation EMNLP 2025
KERAG: Knowledge-Enhanced Retrieval-Augmented Generation for Advanced Question Answering EMNLP 2025
GE-Chat: A Graph Enhanced RAG Framework for Evidential Response Generation of LLMs IJCAI 2025
StepKE: Stepwise Knowledge Editing for Multi-Hop Question Answering EMNLP 2025
Improving Complex Reasoning over Knowledge Graph with Logic-Aware Curriculum Tuning AAAI 2025
TCQA2: A Tiered Conversational Q&A Agent in Gaming ACL 2025
LLaVA Needs More Knowledge: Retrieval Augmented Natural Language Generation with Knowledge Graph for Explaining Thoracic Pathologies AAAI 2025
CtrlNews: LLM-based Multi-Agent Controllable News Writing via Knowledge Gravitational Field EMNLP 2025
Entity Profile Generation and Reasoning with LLMs for Entity Alignment EMNLP 2025
SCE: Semantic Consistency Enhanced Reinforcement Learning for Multi-Hop Knowledge Graph Reasoning EMNLP 2025
GRADE: Generating multi-hop QA and fine-gRAined Difficulty matrix for RAG Evaluation EMNLP 2025
AELC: Adaptive Entity Linking with LLM-Driven Contextualization EMNLP 2025
Knowledge Graph-Driven Memory Editing with Directional Interventions EMNLP 2025
SimGRAG: Leveraging Similar Subgraphs for Knowledge Graphs Driven Retrieval-Augmented Generation ACL 2025
LILaC: Late Interacting in Layered Component Graph for Open-domain Multimodal Multihop Retrieval EMNLP 2025
Just KIDDIN’ : Knowledge Infusion and Distillation for Detection of INdecent Memes ACL 2025
SKA-Bench: A Fine-Grained Benchmark for Evaluating Structured Knowledge Understanding of LLMs EMNLP 2025