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 2171–2180 of 2974 papers

Title	Date	Tasks	Status
Hierarchical Relation-Guided Type-Sentence Alignment for Long-Tail Relation Extraction with Distant Supervision	Sep 19, 2021	AttributeKnowledge Graphs	—Unverified
Towards Automatic Bias Detection in Knowledge Graphs	Sep 19, 2021	Bias DetectionFairness	CodeCode Available
Knowledge-Enhanced Evidence Retrieval for Counterargument Generation	Sep 19, 2021	Knowledge GraphsNatural Language Inference	CodeCode Available
A Framework for Institutional Risk Identification using Knowledge Graphs and Automated News Profiling	Sep 19, 2021	Knowledge Graphs	—Unverified
Emily: Developing An Emotion-affective Open-Domain Chatbot with Knowledge Graph-based Persona	Sep 18, 2021	ChatbotKnowledge Graphs	—Unverified
Matching with Transformers in MELT	Sep 15, 2021	Graph MatchingKnowledge Graphs	—Unverified
Image Captioning for Effective Use of Language Models in Knowledge-Based Visual Question Answering	Sep 15, 2021	Image CaptioningKnowledge Graphs	CodeCode Available
r-GAT: Relational Graph Attention Network for Multi-Relational Graphs	Sep 13, 2021	Graph AttentionKnowledge Graphs	—Unverified
End-to-End Entity Resolution and Question Answering Using Differentiable Knowledge Graphs	Sep 13, 2021	Entity ResolutionKnowledge Graphs	—Unverified
First Workshop on Argumentation Knowledge Graphs	Sep 13, 2021	Knowledge 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