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 2801–2810 of 2974 papers

Title	Date	Tasks	Status
A Neural Question Answering Model Based on Semi-Structured Tables	Aug 1, 2018	Knowledge GraphsMultiple-choice	—Unverified
Exploratory Neural Relation Classification for Domain Knowledge Acquisition	Aug 1, 2018	ClassificationGeneral Classification	—Unverified
Automatic Assessment of Conceptual Text Complexity Using Knowledge Graphs	Aug 1, 2018	Binary ClassificationKnowledge Graphs	—Unverified
Farewell Freebase: Migrating the SimpleQuestions Dataset to DBpedia	Aug 1, 2018	Knowledge GraphsQuestion Answering	CodeCode Available
A First Experiment on Including Text Literals in KGloVe	Jul 31, 2018	BIG-bench Machine LearningGraph Embedding	—Unverified
UH-PRHLT at SemEval-2016 Task 3: Combining Lexical and Semantic-based Features for Community Question Answering	Jul 30, 2018	Community Question AnsweringKnowledge Graphs	—Unverified
Global and local evaluation of link prediction tasks with neural embeddings	Jul 27, 2018	Binary ClassificationKnowledge Graphs	—Unverified
LinkNBed: Multi-Graph Representation Learning with Entity Linkage	Jul 23, 2018	Graph Representation LearningKnowledge Graphs	—Unverified
The Vadalog System: Datalog-based Reasoning for Knowledge Graphs	Jul 23, 2018	Knowledge Graphs	—Unverified
Data Science with Vadalog: Bridging Machine Learning and Reasoning	Jul 23, 2018	BIG-bench Machine LearningKnowledge Graphs	—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