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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

Contrastive Learning Using Graph Embeddings for Domain Adaptation of Language Models in the Process Industry EMNLP 2025
Unifying Large Language Models and Knowledge Graphs for efficient Regulatory Information Retrieval and Answer Generation COLING 2025
WojoodRelations: Arabic Relation Extraction Corpus and Modeling EMNLP 2025
STORYTELLER: An Enhanced Plot-Planning Framework for Coherent and Cohesive Story Generation ACL 2025
KARPA: A Training-free Method of Adapting Knowledge Graph as References for Large Language Model’s Reasoning Path Aggregation ACL 2025
iQUEST: An Iterative Question-Guided Framework for Knowledge Base Question Answering ACL 2025
SEMMA: A Semantic Aware Knowledge Graph Foundation Model EMNLP 2025
SecV: LLM-based Secure Verilog Generation with Clue-Guided Exploration on Hardware-CWE Knowledge Graph IJCAI 2025
PropRAG: Guiding Retrieval with Beam Search over Proposition Paths EMNLP 2025
SHARP: Unlocking Interactive Hallucination via Stance Transfer in Role-Playing LLMs ACL 2025
Knowledge-Aware Co-Reasoning for Multidisciplinary Collaboration EMNLP 2025
Resolution-Alignment-Completion of Tabular Electronic Health Records via Meta-Path Generative Sampling ACL 2025
Language-Guided Audio-Visual Learning for Long-Term Sports Assessment CVPR 2025
scRAG: Hybrid Retrieval-Augmented Generation for LLM-based Cross-Tissue Single-Cell Annotation ACL 2025
TOBUGraph: Knowledge Graph-Based Retrieval for Enhanced LLM Performance Beyond RAG EMNLP 2025
KnowRA: Knowledge Retrieval Augmented Method for Document-level Relation Extraction with Comprehensive Reasoning Abilities IJCAI 2025
BioGraphia: A LLM-Assisted Biological Pathway Graph Annotation Platform EMNLP 2025
ClaimPKG: Enhancing Claim Verification via Pseudo-Subgraph Generation with Lightweight Specialized LLM ACL 2025
Fast Think-on-Graph: Wider, Deeper and Faster Reasoning of Large Language Model on Knowledge Graph AAAI 2025
Enhancing Multi-Hop Fact Verification with Structured Knowledge-Augmented Large Language Models AAAI 2025
RareSyn: Health Record Synthesis for Rare Disease Diagnosis EMNLP 2025
Correcting on Graph: Faithful Semantic Parsing over Knowledge Graphs with Large Language Models ACL 2025
Harnessing Large Language Models for Knowledge Graph Question Answering via Adaptive Multi-Aspect Retrieval-Augmentation AAAI 2025
Unveiling Maternity and Infant Care Conversations: A Chinese Dialogue Dataset for Enhanced Parenting Support IJCAI 2025
Faithful Inference Chains Extraction for Fact Verification over Multi-view Heterogeneous Graph with Causal Intervention COLING 2025