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 1751–1760 of 2974 papers

Title	Date	Tasks	Status
Learning to Select the Next Reasonable Mention for Entity Linking	Dec 8, 2021	Entity LinkingKnowledge Graphs	—Unverified
Learning to Speed Up Query Planning in Graph Databases	Jan 21, 2018	Computational EfficiencyKnowledge Graphs	—Unverified
Learning to Update Knowledge Graphs by Reading News	Nov 1, 2019	Knowledge Graphs	—Unverified
The Curse of Popularity: Popular Entities have Catastrophic Side Effects when Deleting Knowledge from Language Models	Jun 10, 2024	Knowledge GraphsWorld Knowledge	—Unverified
Learning with Memory Embeddings	Nov 25, 2015	Knowledge GraphsRepresentation Learning	—Unverified
LEGO-GraphRAG: Modularizing Graph-based Retrieval-Augmented Generation for Design Space Exploration	Nov 6, 2024	GPUKnowledge Graphs	—Unverified
Chatting with Papers: A Hybrid Approach Using LLMs and Knowledge Graphs	May 16, 2025	ArticlesKnowledge Graphs	—Unverified
MMPKUBase: A Comprehensive and High-quality Chinese Multi-modal Knowledge Graph	Aug 3, 2024	AttributeContrastive Learning	—Unverified
The Discovery Engine: A Framework for AI-Driven Synthesis and Navigation of Scientific Knowledge Landscapes	May 23, 2025	Knowledge GraphsNavigate	—Unverified
Leveraging Catalog Knowledge Graphs for Query Attribute Identification in E-Commerce Sites	Jul 13, 2018	AttributeKnowledge Graphs	—Unverified

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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