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 2911–2920 of 2974 papers

Title	Date	Tasks	Status
Knowledge Graph Completion via Complex Tensor Factorization	Feb 22, 2017	Knowledge Graph CompletionKnowledge Graphs	CodeCode Available
The More You Know: Using Knowledge Graphs for Image Classification	Dec 14, 2016	ClassificationGeneral Classification	—Unverified
Neuro-symbolic representation learning on biological knowledge graphs	Dec 13, 2016	Data IntegrationKnowledge Graphs	CodeCode Available
Knowledge Representation in Graphs using Convolutional Neural Networks	Dec 7, 2016	Knowledge Graphs	—Unverified
CogALex-V Shared Task: GHHH - Detecting Semantic Relations via Word Embeddings	Dec 1, 2016	Binary ClassificationGeneral Classification	—Unverified
Towards Time-Aware Knowledge Graph Completion	Dec 1, 2016	Knowledge Graph CompletionKnowledge Graphs	—Unverified
SRDF: Extracting Lexical Knowledge Graph for Preserving Sentence Meaning	Dec 1, 2016	Dependency ParsingKnowledge Graphs	—Unverified
Filling a Knowledge Graph with a Crowd	Dec 1, 2016	Knowledge GraphsQuestion Answering	—Unverified
Chinese Hypernym-Hyponym Extraction from User Generated Categories	Dec 1, 2016	Knowledge GraphsMachine Translation	—Unverified
Knowledge Graph Representation with Jointly Structural and Textual Encoding	Nov 26, 2016	General ClassificationGraph Embedding	—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