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 731–740 of 2974 papers

Title	Date	Tasks	Status
Approximate Knowledge Graph Query Answering: From Ranking to Binary Classification	Feb 22, 2021	Binary ClassificationClassification	—Unverified
Can Language Models Capture Graph Semantics? From Graphs to Language Model and Vice-Versa	Jun 18, 2022	Deep LearningKnowledge Graphs	—Unverified
Approximate Answering of Graph Queries	Aug 12, 2023	Knowledge GraphsWorld Knowledge	—Unverified
A Graph-Based Synthetic Data Pipeline for Scaling High-Quality Reasoning Instructions	Dec 12, 2024	GSM8KKnowledge Graphs	—Unverified
A Cheap and Dirty Cross-Lingual Linking Service in the Cloud	Jun 1, 2022	Knowledge Graphs	—Unverified
Entity Extraction from Wikipedia List Pages	Mar 11, 2020	Entity Extraction using GANKnowledge Graphs	—Unverified
Fact-Checking Generative AI: Ontology-Driven Biological Graphs for Disease-Gene Link Verification	Aug 7, 2023	ArticlesFact Checking	—Unverified
Can Knowledge Graphs Reduce Hallucinations in LLMs? : A Survey	Nov 14, 2023	Knowledge GraphsSurvey	—Unverified
Can Knowledge Graphs Make Large Language Models More Trustworthy? An Empirical Study over Open-ended Question Answering	Oct 10, 2024	HallucinationKnowledge Graphs	—Unverified
Applying Personal Knowledge Graphs to Health	Apr 15, 2021	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