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 271–280 of 2974 papers

Title	Date	Tasks	Status	Hype
Analogical Inference Enhanced Knowledge Graph Embedding	Jan 3, 2023	Graph EmbeddingKnowledge Graph Embedding	CodeCode Available	1
MEAformer: Multi-modal Entity Alignment Transformer for Meta Modality Hybrid	Dec 29, 2022	Entity AlignmentKnowledge Graphs	CodeCode Available	1
Variational Reasoning over Incomplete Knowledge Graphs for Conversational Recommendation	Dec 22, 2022	Conversational RecommendationKnowledge Graphs	CodeCode Available	1
Answering Complex Logical Queries on Knowledge Graphs via Query Computation Tree Optimization	Dec 19, 2022	Complex Query AnsweringKnowledge Graphs	CodeCode Available	1
Lifelong Embedding Learning and Transfer for Growing Knowledge Graphs	Nov 29, 2022	Knowledge GraphsTransfer Learning	CodeCode Available	1
NQE: N-ary Query Embedding for Complex Query Answering over Hyper-Relational Knowledge Graphs	Nov 24, 2022	Complex Query AnsweringKnowledge Graphs	CodeCode Available	1
Mining Mathematical Documents for Question Answering via Unsupervised Formula Labeling	Nov 12, 2022	Entity LinkingKnowledge Graphs	CodeCode Available	1
EventEA: Benchmarking Entity Alignment for Event-centric Knowledge Graphs	Nov 5, 2022	AttributeBenchmarking	CodeCode Available	1
KGLM: Integrating Knowledge Graph Structure in Language Models for Link Prediction	Nov 4, 2022	Fraud DetectionKnowledge Graph Completion	CodeCode Available	1
Search to Pass Messages for Temporal Knowledge Graph Completion	Oct 30, 2022	Graph Neural NetworkKnowledge Graph Completion	CodeCode Available	1

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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