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 991–1000 of 2974 papers

Title	Date	Tasks	Status
Biographical: A Semi-Supervised Relation Extraction Dataset	May 2, 2022	ArticlesKnowledge Graphs	—Unverified
Extraction of Diagnostic Reasoning Relations for Clinical Knowledge Graphs	May 1, 2022	Clinical KnowledgeDiagnostic	—Unverified
FabKG: A Knowledge graph of Manufacturing Science domain utilizing structured and unconventional unstructured knowledge source	May 24, 2022	Knowledge GraphsNER	—Unverified
GeoVectors: A Linked Open Corpus of OpenStreetMap Embeddings on World Scale	Aug 30, 2021	BIG-bench Machine LearningEntity Embeddings	—Unverified
DOLORES: Deep Contextualized Knowledge Graph Embeddings	Oct 31, 2018	Knowledge Graph EmbeddingsKnowledge Graphs	—Unverified
Do Larger Language Models Imply Better Reasoning? A Pretraining Scaling Law for Reasoning	Apr 4, 2025	Knowledge GraphsMemorization	—Unverified
Do KG-augmented Models Leverage Knowledge as Humans Do?	Jan 17, 2022	Knowledge GraphsQuestion Answering	—Unverified
An Online Question Answering System based on Sub-graph Searching	Jul 29, 2021	Answer GenerationKnowledge Graphs	—Unverified
Fact or Guesswork? Evaluating Large Language Model's Medical Knowledge with Structured One-Hop Judgment	Feb 20, 2025	Knowledge GraphsRetrieval-augmented Generation	—Unverified
GeoRDF2Vec Learning Location-Aware Entity Representations in Knowledge Graphs	Apr 23, 2025	Knowledge 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