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 1861–1870 of 2974 papers

Title	Date	Tasks	Status	Hype
TempoQR: Temporal Question Reasoning over Knowledge Graphs	Dec 10, 2021	Entity EmbeddingsGraph Question Answering	CodeCode Available	1
KGE-CL: Contrastive Learning of Tensor Decomposition Based Knowledge Graph Embeddings	Dec 9, 2021	Contrastive LearningGraph Embedding	CodeCode Available	1
Learning to Select the Next Reasonable Mention for Entity Linking	Dec 8, 2021	Entity LinkingKnowledge Graphs	—Unverified	0
Semantic TrueLearn: Using Semantic Knowledge Graphs in Recommendation Systems	Dec 8, 2021	Knowledge GraphsLifelong learning	—Unverified	0
Improving Knowledge Graph Representation Learning by Structure Contextual Pre-training	Dec 8, 2021	Entity AlignmentGraph Representation Learning	—Unverified	0
JointLK: Joint Reasoning with Language Models and Knowledge Graphs for Commonsense Question Answering	Dec 6, 2021	Knowledge GraphsQuestion Answering	CodeCode Available	1
Open-CyKG: An Open Cyber Threat Intelligence Knowledge Graph	Dec 5, 2021	Deep AttentionKnowledge Graphs	CodeCode Available	1
Survey on English Entity Linking on Wikidata	Dec 3, 2021	Entity LinkingKnowledge Graphs	CodeCode Available	0
DKPLM: Decomposable Knowledge-enhanced Pre-trained Language Model for Natural Language Understanding	Dec 2, 2021	Knowledge GraphsKnowledge Probing	—Unverified	0
Narrative Cartography with Knowledge Graphs	Dec 2, 2021	Knowledge Graphs	CodeCode Available	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