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 2701–2710 of 2974 papers

Title	Date	Tasks	Status
Discovering Knowledge Graph Schema from Short Natural Language Text via Dialog	Jul 1, 2020	Active LearningKnowledge Graphs	—Unverified
SGAligner: 3D Scene Alignment with Scene Graphs	Jan 1, 2023	Contrastive LearningKnowledge 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
FactSelfCheck: Fact-Level Black-Box Hallucination Detection for LLMs	Mar 21, 2025	HallucinationKnowledge Graphs	—Unverified
Fact-Tree Reasoning for N-ary Question Answering over Knowledge Graphs	Aug 17, 2021	Knowledge GraphsQuestion Answering	—Unverified
Fair comparison of knowledge graphs for question answering	Nov 16, 2021	Knowledge GraphsQuestion Answering	—Unverified
Fairness-Aware Explainable Recommendation over Knowledge Graphs	Jun 3, 2020	Collaborative FilteringDecision Making	—Unverified
Towards Faithful Knowledge Graph Explanation Through Deep Alignment in Commonsense Question Answering	Oct 7, 2023	Knowledge GraphsQuestion Answering	—Unverified
Discovering Implicational Knowledge in Wikidata	Feb 3, 2019	Knowledge Graphs	—Unverified
Faithful Path Language Modeling for Explainable Recommendation over Knowledge Graph	Oct 25, 2023	Explainable RecommendationKnowledge Graph Embeddings	—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