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 1851–1875 of 2974 papers

Title	Date	Tasks	Status	Hype
Knowledge graph enhanced recommender system	Dec 17, 2021	AttributeGraph Neural Network	—Unverified	0
Incomplete Knowledge Graph Alignment	Dec 17, 2021	Graph Neural NetworkKnowledge Graph Completion	—Unverified	0
Knowledge Graph Embedding in E-commerce Applications: Attentive Reasoning, Explanations, and Transferable Rules	Dec 16, 2021	Entity EmbeddingsGraph Attention	—Unverified	0
TLogic: Temporal Logical Rules for Explainable Link Forecasting on Temporal Knowledge Graphs	Dec 15, 2021	Knowledge GraphsLink Prediction	CodeCode Available	1
A Simple But Powerful Graph Encoder for Temporal Knowledge Graph Completion	Dec 14, 2021	Knowledge Graph CompletionKnowledge Graphs	—Unverified	0
EABlock: A Declarative Entity Alignment Block for Knowledge Graph Creation Pipelines	Dec 14, 2021	Entity AlignmentKnowledge Graphs	CodeCode Available	1
Implications of Topological Imbalance for Representation Learning on Biomedical Knowledge Graphs	Dec 13, 2021	Drug DiscoveryGraph Embedding	CodeCode Available	1
Roof-Transformer: Divided and Joined Understanding with Knowledge Enhancement	Dec 13, 2021	Knowledge GraphsReading Comprehension	—Unverified	0
ISEEQ: Information Seeking Question Generation using Dynamic Meta-Information Retrieval and Knowledge Graphs	Dec 13, 2021	Information RetrievalKnowledge Graphs	—Unverified	0
An original model for multi-target learning of logical rules for knowledge graph reasoning	Dec 12, 2021	Knowledge Graphs	CodeCode Available	0
TempoQR: Temporal Question Reasoning over Knowledge Graphs	Dec 10, 2021	Entity EmbeddingsGraph Question Answering	CodeCode Available	1
KGE-CL: Contrastive Learning of Tensor Decomposition Based Knowledge Graph Embeddings	Dec 9, 2021	Contrastive LearningGraph Embedding	CodeCode Available	1
Learning to Select the Next Reasonable Mention for Entity Linking	Dec 8, 2021	Entity LinkingKnowledge Graphs	—Unverified	0
Semantic TrueLearn: Using Semantic Knowledge Graphs in Recommendation Systems	Dec 8, 2021	Knowledge GraphsLifelong learning	—Unverified	0
Improving Knowledge Graph Representation Learning by Structure Contextual Pre-training	Dec 8, 2021	Entity AlignmentGraph Representation Learning	—Unverified	0
JointLK: Joint Reasoning with Language Models and Knowledge Graphs for Commonsense Question Answering	Dec 6, 2021	Knowledge GraphsQuestion Answering	CodeCode Available	1
Open-CyKG: An Open Cyber Threat Intelligence Knowledge Graph	Dec 5, 2021	Deep AttentionKnowledge Graphs	CodeCode Available	1
Survey on English Entity Linking on Wikidata	Dec 3, 2021	Entity LinkingKnowledge Graphs	CodeCode Available	0
DKPLM: Decomposable Knowledge-enhanced Pre-trained Language Model for Natural Language Understanding	Dec 2, 2021	Knowledge GraphsKnowledge Probing	—Unverified	0
Narrative Cartography with Knowledge Graphs	Dec 2, 2021	Knowledge Graphs	CodeCode Available	0
Easy Semantification of Bioassays	Nov 30, 2021	ClusteringData Integration	—Unverified	0
MDistMult: A Multiple Scoring Functions Model for Link Prediction on Antiviral Drugs Knowledge Graph	Nov 29, 2021	Graph EmbeddingKnowledge Graph Embedding	—Unverified	0
Reinforcement Learning based Path Exploration for Sequential Explainable Recommendation	Nov 24, 2021	Explainable RecommendationKnowledge Graphs	—Unverified	0
Triple Classification for Scholarly Knowledge Graph Completion	Nov 23, 2021	ClassificationKnowledge Graph Completion	—Unverified	0
WalkingTime: Dynamic Graph Embedding Using Temporal-Topological Flows	Nov 22, 2021	Dynamic graph embeddingGraph Embedding	—Unverified	0

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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