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 2761–2770 of 2974 papers

Title	Date	Tasks	Status
Expanding Holographic Embeddings for Knowledge Completion	Dec 1, 2018	compressed sensingKnowledge Graphs	—Unverified
Interpretable Graph Convolutional Neural Networks for Inference on Noisy Knowledge Graphs	Dec 1, 2018	DenoisingKnowledge Graphs	—Unverified
Embedding Uncertain Knowledge Graphs	Nov 26, 2018	Binary ClassificationGeneral Classification	CodeCode Available
HCqa: Hybrid and Complex Question Answering on Textual Corpus and Knowledge Graph	Nov 24, 2018	Knowledge Graphsnamed-entity-recognition	CodeCode Available
NSEEN: Neural Semantic Embedding for Entity Normalization	Nov 19, 2018	Entity ResolutionKnowledge Graphs	—Unverified
End-to-End Learning for Answering Structured Queries Directly over Text	Nov 15, 2018	Extractive Question-AnsweringKnowledge Graphs	—Unverified
Explainable Reasoning over Knowledge Graphs for Recommendation	Nov 12, 2018	Knowledge GraphsRecommendation Systems	CodeCode Available
Differentiating Concepts and Instances for Knowledge Graph Embedding	Nov 12, 2018	Graph EmbeddingKnowledge Graph Embedding	CodeCode Available
End-to-end Structure-Aware Convolutional Networks for Knowledge Base Completion	Nov 11, 2018	DecoderGraph Embedding	CodeCode Available
Reasoning over RDF Knowledge Bases using Deep Learning	Nov 9, 2018	Deep LearningKnowledge Graphs	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