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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

StealthGraph: Exposing Domain-Specific Risks in LLMs through Knowledge-Graph-Guided Harmful Prompt Generation ACL 2026
STEM: Structure-Tracing Evidence Mining for Knowledge Graphs-Driven Retrieval-Augmented Generation ACL 2026
EvoSci: A Bio-Inspired Multi-Agent Framework for the Evolution of Scientific Discovery ACL 2026
CoG: Controllable Graph Reasoning via Relational Blueprints and Failure-Aware Refinement over Knowledge Graphs ACL 2026
Biomedical Question Answering via Multi-Level Summarization on a Local Knowledge Graph ACL 2026
SearchGym: Bootstrapping Real-World Search Agents via Cost-Effective and High-Fidelity Environment Simulation ACL 2026
MPBoCo: Multimodal Prompt-based Boundary-enhanced Continual Framework for Joint Entity and Relation Extraction ACL 2026
Think Parallax: Solving Multi-Hop Problems via Multi-View Knowledge-Graph-Based Retrieval-Augmented Generation ACL 2026
LLMs as Knowledge Graph Refiners: Mitigating Factual Inconsistencies in Generative Knowledge Extraction ACL 2026
EA-Agent: A Structured Multi-Step Reasoning Agent for Entity Alignment ACL 2026
CAMEC: Complexity-Aware Multi-Expert Collaboration for Reliable Chinese Medical Question Answering ACL 2026
Decoding on Graphs: Faithful and Sound Reasoning on Knowledge Graphs through Generation of Well-Formed Chains ACL 2025
Fine-Grained Graph Representation Learning for Heterogeneous Mobile Networks with Attentive Fusion and Contrastive Learning AAAI 2025
Using Machine Learning to Improve Research in the Agriculture Industry AAAI 2025
Advancing Feature Extraction in Healthcare through the Integration of Knowledge Graphs and Large Language Models AAAI 2025
KnowRA: Knowledge Retrieval Augmented Method for Document-level Relation Extraction with Comprehensive Reasoning Abilities IJCAI 2025
scRAG: Hybrid Retrieval-Augmented Generation for LLM-based Cross-Tissue Single-Cell Annotation ACL 2025
RareSyn: Health Record Synthesis for Rare Disease Diagnosis EMNLP 2025
Enhancing Aging Biomarker Research through Large Language Models and Knowledge Graphs (Student Abstract) AAAI 2025
MOD-KG: MultiOrgan Diagnosis Knowledge Graph IJCNLP 2025
ClaimPKG: Enhancing Claim Verification via Pseudo-Subgraph Generation with Lightweight Specialized LLM ACL 2025
Knowledge-Aware Co-Reasoning for Multidisciplinary Collaboration EMNLP 2025
Correcting on Graph: Faithful Semantic Parsing over Knowledge Graphs with Large Language Models ACL 2025
Unveiling Maternity and Infant Care Conversations: A Chinese Dialogue Dataset for Enhanced Parenting Support IJCAI 2025
Mixture of Knowledge Minigraph Agents for Literature Review Generation AAAI 2025