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Knowledge Graphs
205 directly classified papers
Papers per year
2007: 1
2012: 1
2013: 2
2017: 5
2018: 2
2019: 7
2020: 15
2021: 12
2022: 26
2023: 30
2024: 31
2025: 68
2026: 5
Papers
Fact Finder - Enhancing Domain Expertise of Large Language Models by Incorporating Knowledge Graphs
EACL 2026
CareerPathKG: Knowledge Graph Integrated Framework for Career Intelligence
EACL 2026
TruthfulRAG: Resolving Factual-level Conflicts in Retrieval-Augmented Generation with Knowledge Graphs
AAAI 2026
LLMs as Cultural Archives: Cultural Commonsense Knowledge Graph Extraction
EACL 2026
DCTR: Dual-Constraint Subgraph Optimization for Knowledge Graph-based Retrieval-Augmented Generation
AAAI 2026
My Climate CoPilot: A Question Answering System for Climate Adaptation in Agriculture
ACL 2025
KERL: Knowledge-Enhanced Personalized Recipe Recommendation using Large Language Models
ACL 2025
ArchiDocGen: Multi-Agent Framework for Expository Document Generation in the Architectural Industry
ACL 2025
Correcting on Graph: Faithful Semantic Parsing over Knowledge Graphs with Large Language Models
ACL 2025
Predicate-Conditional Conformalized Answer Sets for Knowledge Graph Embeddings
ACL 2025
EventRAG: Enhancing LLM Generation with Event Knowledge Graphs
ACL 2025
PropRAG: Guiding Retrieval with Beam Search over Proposition Paths
EMNLP 2025
What Is a Good Question? Assessing Question Quality via Meta-Fact Checking
AAAI 2025
Graph Counselor: Adaptive Graph Exploration via Multi-Agent Synergy to Enhance LLM Reasoning
ACL 2025
VCD: A Dataset for Visual Commonsense Discovery in Images
ACL 2025
TreeRAG: Unleashing the Power of Hierarchical Storage for Enhanced Knowledge Retrieval in Long Documents
ACL 2025
KnowRA: Knowledge Retrieval Augmented Method for Document-level Relation Extraction with Comprehensive Reasoning Abilities
IJCAI 2025
Taxonomy-Driven Knowledge Graph Construction for Domain-Specific Scientific Applications
ACL 2025
Digest the Knowledge: Large Language Models empowered Message Passing for Knowledge Graph Question Answering
ACL 2025
Ontology-Guided Reverse Thinking Makes Large Language Models Stronger on Knowledge Graph Question Answering
ACL 2025
Event Pattern-Instance Graph: A Multi-Round Role Representation Learning Strategy for Document-Level Event Argument Extraction
ACL 2025
Enhancing Future Link Prediction in Quantum Computing Semantic Networks through LLM-Initiated Node Features
COLING 2025
Graph-Augmented Open-Domain Multi-Document Summarization
COLING 2025
Knowledge Graph Completion with Relation-Aware Anchor Enhancement
AAAI 2025
Evaluating Design Decisions for Dual Encoder-based Entity Disambiguation
ACL 2025
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