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 2271–2280 of 2974 papers

Title	Date	Tasks	Status
Embedding Knowledge Graphs Attentive to Positional and Centrality Qualities	Jun 1, 2021	Graph EmbeddingKnowledge Graph Embedding	CodeCode Available
Multifaceted Domain-Specific Document Embeddings	Jun 1, 2021	Document EmbeddingKnowledge Graphs	CodeCode Available
Worldly Wise (WoW) - Cross-Lingual Knowledge Fusion for Fact-based Visual Spoken-Question Answering	Jun 1, 2021	Knowledge GraphsQuestion Answering	—Unverified
Search from History and Reason for Future: Two-stage Reasoning on Temporal Knowledge Graphs	Jun 1, 2021	Knowledge GraphsReinforcement Learning (RL)	—Unverified
CoRI: Collective Relation Integration with Data Augmentation for Open Information Extraction	Jun 1, 2021	Data AugmentationKnowledge Graphs	—Unverified
Jointly Extracting Explicit and Implicit Relational Triples with Reasoning Pattern Enhanced Binary Pointer Network	Jun 1, 2021	graph constructionImplicit Relations	—Unverified
Wikipedia Entities as Rendezvous across Languages: Grounding Multilingual Language Models by Predicting Wikipedia Hyperlinks	Jun 1, 2021	ArticlesKnowledge Graphs	—Unverified
MG-BERT: Multi-Graph Augmented BERT for Masked Language Modeling	Jun 1, 2021	Knowledge GraphsLanguage Modeling	—Unverified
Path-based knowledge reasoning with textual semantic information for medical knowledge graph completion	May 27, 2021	Knowledge Graph CompletionKnowledge Graphs	—Unverified
Out-of-Vocabulary Entities in Link Prediction	May 26, 2021	Graph EmbeddingKnowledge Graph Embedding	CodeCode Available

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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