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 1281–1290 of 2974 papers

Title	Date	Tasks	Status
Fast Knowledge Graph Completion using Graphics Processing Units	Jul 22, 2023	Graph EmbeddingKnowledge Graph Completion	—Unverified
Fast-and-Frugal Text-Graph Transformers are Effective Link Predictors	Aug 13, 2024	Inductive LearningInductive Link Prediction	—Unverified
Complexity of Arithmetic in Warded Datalog+-	Feb 10, 2022	DescriptiveKnowledge Graphs	—Unverified
FAQ-based Question Answering via Knowledge Anchors	Nov 14, 2019	graph constructionKnowledge Graphs	—Unverified
Complex and Holographic Embeddings of Knowledge Graphs: A Comparison	Jul 5, 2017	ArticlesEntity Resolution	—Unverified
Association Rules Enhanced Knowledge Graph Attention Network	Nov 14, 2020	Graph AttentionGraph Embedding	—Unverified
AliCG: Fine-grained and Evolvable Conceptual Graph Construction for Semantic Search at Alibaba	Jun 3, 2021	graph constructionKnowledge Graphs	—Unverified
Faithful Path Language Modeling for Explainable Recommendation over Knowledge Graph	Oct 25, 2023	Explainable RecommendationKnowledge Graph Embeddings	—Unverified
Towards Faithful Knowledge Graph Explanation Through Deep Alignment in Commonsense Question Answering	Oct 7, 2023	Knowledge GraphsQuestion Answering	—Unverified
Fairness-Aware Explainable Recommendation over Knowledge Graphs	Jun 3, 2020	Collaborative FilteringDecision Making	—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