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 1911–1920 of 2974 papers

Title	Date	Tasks	Status	Hype
Hyperbolic Hierarchy-Aware Knowledge Graph Embedding for Link Prediction	Nov 1, 2021	Graph EmbeddingKnowledge Graph Embedding	—Unverified	0
Relation-aware Bidirectional Path Reasoning for Commonsense Question Answering	Nov 1, 2021	Graph Neural NetworkKnowledge Graphs	—Unverified	0
Low Resource Quadratic Forms for Knowledge Graph Embeddings	Nov 1, 2021	Computational EfficiencyCPU	—Unverified	0
URIR: Recommendation algorithm of user RNN encoder and item encoder based on knowledge graph	Nov 1, 2021	Knowledge GraphsRecommendation Systems	—Unverified	0
Outlining and Filling: Hierarchical Query Graph Generation for Answering Complex Questions over Knowledge Graphs	Nov 1, 2021	graph constructionGraph Generation	CodeCode Available	1
EventNarrative: A large-scale Event-centric Dataset for Knowledge Graph-to-Text Generation	Oct 30, 2021	KG-to-Text GenerationKnowledge Graphs	CodeCode Available	0
Generating Table Vector Representations	Oct 28, 2021	Knowledge GraphsTransfer Learning	—Unverified	0
SMORE: Knowledge Graph Completion and Multi-hop Reasoning in Massive Knowledge Graphs	Oct 28, 2021	CPUGPU	CodeCode Available	1
APPTeK: Agent-Based Predicate Prediction in Temporal Knowledge Graphs	Oct 27, 2021	Knowledge GraphsPrediction	—Unverified	0
SQALER: Scaling Question Answering by Decoupling Multi-Hop and Logical Reasoning	Oct 27, 2021	Knowledge GraphsLogical Reasoning	—Unverified	0

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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