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 2121–2130 of 2974 papers

Title	Date	Tasks	Status
Integrating Transformers and Knowledge Graphs for Twitter Stance Detection	Nov 1, 2021	Knowledge GraphsKnowledge Probing	—Unverified
URIR: Recommendation algorithm of user RNN encoder and item encoder based on knowledge graph	Nov 1, 2021	Knowledge GraphsRecommendation Systems	—Unverified
Learning Neural Ordinary Equations for Forecasting Future Links on Temporal Knowledge Graphs	Nov 1, 2021	Knowledge Graphs	—Unverified
Distilling Relation Embeddings from Pretrained Language Models	Nov 1, 2021	Knowledge GraphsLanguage Modeling	—Unverified
Relation-aware Bidirectional Path Reasoning for Commonsense Question Answering	Nov 1, 2021	Graph Neural NetworkKnowledge Graphs	—Unverified
Zero-Shot Information Extraction to Enhance a Knowledge Graph Describing Silk Textiles	Nov 1, 2021	Common Sense ReasoningKnowledge Graphs	CodeCode Available
Hyperbolic Hierarchy-Aware Knowledge Graph Embedding for Link Prediction	Nov 1, 2021	Graph EmbeddingKnowledge Graph Embedding	—Unverified
Low Resource Quadratic Forms for Knowledge Graph Embeddings	Nov 1, 2021	Computational EfficiencyCPU	—Unverified
EventKE: Event-Enhanced Knowledge Graph Embedding	Nov 1, 2021	Graph EmbeddingKnowledge Graph Embedding	—Unverified
EARL: Informative Knowledge-Grounded Conversation Generation with Entity-Agnostic Representation Learning	Nov 1, 2021	Knowledge GraphsRepresentation Learning	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