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 1291–1300 of 2974 papers

Title	Date	Tasks	Status
Comparison of Metadata Representation Models for Knowledge Graph Embeddings	Mar 25, 2025	Knowledge Graph EmbeddingsKnowledge Graphs	—Unverified
Fair comparison of knowledge graphs for question answering	Nov 16, 2021	Knowledge GraphsQuestion Answering	—Unverified
Fact-Tree Reasoning for N-ary Question Answering over Knowledge Graphs	Aug 17, 2021	Knowledge GraphsQuestion Answering	—Unverified
FactSelfCheck: Fact-Level Black-Box Hallucination Detection for LLMs	Mar 21, 2025	HallucinationKnowledge 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
Company Competition Graph	Apr 1, 2023	Knowledge Graphs	—Unverified
Compact Lexicon Selection with Spectral Methods	Jul 1, 2015	Knowledge GraphsSpoken Language Understanding	—Unverified
Fact Checking via Path Embedding and Aggregation	Nov 16, 2020	Fact CheckingKnowledge Graphs	—Unverified
FabKG: A Knowledge graph of Manufacturing Science domain utilizing structured and unconventional unstructured knowledge source	May 24, 2022	Knowledge GraphsNER	—Unverified
Extraction of Diagnostic Reasoning Relations for Clinical Knowledge Graphs	May 1, 2022	Clinical KnowledgeDiagnostic	—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