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Methodology
← Representation
Knowledge & Reasoning
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Representation
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Knowledge Graphs
1534 directly classified papers
Papers per year
2002: 1
2006: 2
2007: 2
2008: 3
2009: 2
2010: 6
2011: 4
2012: 4
2013: 11
2014: 1
2016: 15
2017: 47
2018: 77
2019: 131
2020: 157
2021: 179
2022: 243
2023: 207
2024: 200
2025: 241
2026: 1
Papers
Graph-Structured Trajectory Extraction from Travelogues
ACL 2025
Creating Hierarchical Relations in a Multilingual Event-type Ontology
ACL 2025
Federated Voxel Scene Graph for Intracranial Hemorrhage
WACV 2025
Resolution-Alignment-Completion of Tabular Electronic Health Records via Meta-Path Generative Sampling
ACL 2025
LGA: LLM-GNN Aggregation for Temporal Evolution Attribute Graph Prediction
EMNLP 2025
Agentic Medical Knowledge Graphs Enhance Medical Question Answering: Bridging the Gap Between LLMs and Evolving Medical Knowledge
EMNLP 2025
Should We Use a Fixed Embedding Size? Customized Dimension Sizes for Knowledge Graph Embedding
COLING 2025
TEF: Causality-Aware Taxonomy Expansion via Front-Door Criterion
COLING 2025
MedEx: Enhancing Medical Question-Answering with First-Order Logic based Reasoning and Knowledge Injection
COLING 2025
Beyond Pairwise: Global Zero-shot Temporal Graph Generation
EMNLP 2025
SEMMA: A Semantic Aware Knowledge Graph Foundation Model
EMNLP 2025
Performance and Limitations of Fine-Tuned LLMs in SPARQL Query Generation
COLING 2025
D-RAG: Differentiable Retrieval-Augmented Generation for Knowledge Graph Question Answering
EMNLP 2025
Knowledge Bridger: Towards Training-Free Missing Modality Completion
CVPR 2025
PropRAG: Guiding Retrieval with Beam Search over Proposition Paths
EMNLP 2025
CodexGraph: Bridging Large Language Models and Code Repositories via Code Graph Databases
NAACL 2025
FactTrack: Time-Aware World State Tracking in Story Outlines
NAACL 2025
NALA: an Effective and Interpretable Entity Alignment Method
EMNLP 2024
CNEQ: Incorporating numbers into Knowledge Graph Reasoning
EMNLP 2024
History Repeats Itself: A Baseline for Temporal Knowledge Graph Forecasting
IJCAI 2024
Temporal Knowledge Graph Extrapolation via Causal Subhistory Identification
IJCAI 2024
Extract, Define, Canonicalize: An LLM-based Framework for Knowledge Graph Construction
EMNLP 2024
KG-CoT: Chain-of-Thought Prompting of Large Language Models over Knowledge Graphs for Knowledge-Aware Question Answering
IJCAI 2024
Evidence-Focused Fact Summarization for Knowledge-Augmented Zero-Shot Question Answering
EMNLP 2024
Structure Guided Prompt: Instructing Large Language Model in Multi-Step Reasoning by Exploring Graph Structure of the Text
EMNLP 2024
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