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 2381–2390 of 2974 papers

Title	Date	Tasks	Status
Biomedical Knowledge Graph Refinement with Embedding and Logic Rules	Dec 2, 2020	Graph EmbeddingKnowledge Graph Embedding	—Unverified
Unsupervised Fact Checking by Counter-Weighted Positive and Negative Evidential Paths in A Knowledge Graph	Dec 1, 2020	Fact CheckingKnowledge Graphs	—Unverified
Knowledge Graphs meet Moral Values	Dec 1, 2020	Knowledge Graphs	CodeCode Available
A General Benchmarking Framework for Text Generation	Dec 1, 2020	BenchmarkingKnowledge Graphs	CodeCode Available
A High Precision Pipeline for Financial Knowledge Graph Construction	Dec 1, 2020	ArticlesData Integration	—Unverified
Dual Attention Network for Cross-lingual Entity Alignment	Dec 1, 2020	Entity AlignmentGraph Attention	—Unverified
CN-HIT-IT.NLP at SemEval-2020 Task 4: Enhanced Language Representation with Multiple Knowledge Triples	Dec 1, 2020	Knowledge Graphs	—Unverified
Knowledge-Enhanced Natural Language Inference Based on Knowledge Graphs	Dec 1, 2020	Knowledge GraphsNatural Language Inference	—Unverified
Suggest me a movie for tonight: Leveraging Knowledge Graphs for Conversational Recommendation	Dec 1, 2020	Conversational RecommendationKnowledge Graphs	CodeCode Available
P^2: A Plan-and-Pretrain Approach for Knowledge Graph-to-Text Generation	Dec 1, 2020	Knowledge GraphsText Generation	—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