Knowledge Graphs

A knowledge graph is a structured representation of information that organizes data into nodes (entities) and edges (relationships) to show how different pieces of knowledge are interconnected. It enables enhanced data integration, search, and inference by modeling the relationships between concepts and entities in a graph format.

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 1501–1510 of 2974 papers

Title	Date	Tasks	Status
LKD-KGC: Domain-Specific KG Construction via LLM-driven Knowledge Dependency Parsing	May 30, 2025	Dependency Parsinggraph construction	—Unverified
LLM-Align: Utilizing Large Language Models for Entity Alignment in Knowledge Graphs	Dec 6, 2024	Entity AlignmentEntity Embeddings	—Unverified
LLM-Based Multi-Hop Question Answering with Knowledge Graph Integration in Evolving Environments	Aug 28, 2024	knowledge editingKnowledge Graphs	—Unverified
LLM-DER:A Named Entity Recognition Method Based on Large Language Models for Chinese Coal Chemical Domain	Sep 16, 2024	Knowledge Graphsnamed-entity-recognition	—Unverified
LLM is Knowledge Graph Reasoner: LLM's Intuition-aware Knowledge Graph Reasoning for Cold-start Sequential Recommendation	Dec 17, 2024	Knowledge GraphsPrompt Engineering	—Unverified
LLM-KG-Bench 3.0: A Compass for SemanticTechnology Capabilities in the Ocean of LLMs	May 19, 2025	Knowledge Graphs	—Unverified
LLM+KG@VLDB'24 Workshop Summary	Oct 2, 2024	Knowledge GraphsManagement	—Unverified
LLM-Powered Explanations: Unraveling Recommendations Through Subgraph Reasoning	Jun 22, 2024	Knowledge GraphsRecommendation Systems	—Unverified
General LLMs as Instructors for Domain-Specific LLMs: A Sequential Fusion Method to Integrate Extraction and Editing	Mar 23, 2024	knowledge editingKnowledge Graphs	—Unverified
Local-Global History-aware Contrastive Learning for Temporal Knowledge Graph Reasoning	Dec 4, 2023	Contrastive LearningKnowledge Graphs	—Unverified

Show:10 25 50

← PrevPage 151 of 298Next →

All datasets MARS (Multimodal Analogical Reasoning dataSet)JerichoWorld WikiKG90M-LSC FB15k

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	MarT_MKGformer	MRR	0.34	—	Unverified
2	MKGformer	MRR	0.32	—	Unverified
3	MarT_FLAVA	MRR	0.29	—	Unverified
4	ViLBERT	MRR	0.29	—	Unverified
5	IKRL (ANALOGY)	MRR	0.28	—	Unverified
6	IKRL	MRR	0.27	—	Unverified
7	ViLT	MRR	0.26	—	Unverified
8	TransAE	MRR	0.22	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Worldformer	Set accuracy	39.15	—	Unverified
2	Q*BERT	Set accuracy	32.78	—	Unverified
3	GATA-W	Set accuracy	24.06	—	Unverified
4	Worldformer	Set accuracy	23.22	—	Unverified
5	Seq2Seq	Set accuracy	14.29	—	Unverified
6	Rules	Set accuracy	4.7	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	TransE-Concat	Test MRR	85.48	—	Unverified
2	ComplEx-Concat	Test MRR	0.86	—	Unverified
3	ComplEx-RoBERTa	Test MRR	0.72	—	Unverified
4	TransE-RoBERTa	Test MRR	0.63	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	COMPLEX	MRR	0.59	—	Unverified