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 2211–2220 of 2974 papers

Title	Date	Tasks	Status	Hype
Automatic Expansion of Domain-Specific Affective Models for Web Intelligence Applications	Feb 1, 2021	Knowledge GraphsMarketing	CodeCode Available	0
Commonsense Knowledge Mining from Term Definitions	Feb 1, 2021	Knowledge GraphsNatural Language Understanding	CodeCode Available	0
[Re] Improving Multi-hop Question Answering over Knowledge Graphs using Knowledge Base Embeddings	Jan 31, 2021	Answer SelectionGraph Embedding	CodeCode Available	1
Combining pre-trained language models and structured knowledge	Jan 28, 2021	Knowledge Graphs	—Unverified	0
Towards Entity Alignment in the Open World: An Unsupervised Approach	Jan 26, 2021	Entity AlignmentKnowledge Graphs	CodeCode Available	1
Knowledge Generation -- Variational Bayes on Knowledge Graphs	Jan 21, 2021	DecoderGraph Matching	CodeCode Available	0
SoftNER: Mining Knowledge Graphs From Cloud Incidents	Jan 15, 2021	Cloud ComputingKnowledge Graphs	—Unverified	0
EAGER: Embedding-Assisted Entity Resolution for Knowledge Graphs	Jan 15, 2021	AttributeEntity Resolution	CodeCode Available	0
Continual Learning of Knowledge Graph Embeddings	Jan 14, 2021	Continual LearningGraph Embedding	CodeCode Available	1
Temporal Knowledge Graph Forecasting with Neural ODE	Jan 13, 2021	Future predictionKnowledge Graphs	CodeCode Available	1

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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