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 1531–1540 of 2974 papers

Title	Date	Tasks	Status	Hype
Inductive Logical Query Answering in Knowledge Graphs	Oct 13, 2022	Complex Query AnsweringEntity Embeddings	CodeCode Available	0
Mind the Labels: Describing Relations in Knowledge Graphs With Pretrained Models	Oct 13, 2022	Knowledge GraphsRelation	CodeCode Available	0
Step out of KG: Knowledge Graph Completion via Knowledgeable Retrieval and Reading Comprehension	Oct 12, 2022	Information RetrievalKnowledge Graph Completion	—Unverified	0
TwiRGCN: Temporally Weighted Graph Convolution for Question Answering over Temporal Knowledge Graphs	Oct 12, 2022	Knowledge GraphsQuestion Answering	—Unverified	0
Revisiting and Advancing Chinese Natural Language Understanding with Accelerated Heterogeneous Knowledge Pre-training	Oct 11, 2022	GPUKnowledge Graphs	—Unverified	0
Semantic Framework based Query Generation for Temporal Question Answering over Knowledge Graphs	Oct 10, 2022	Knowledge GraphsQuestion Answering	—Unverified	0
SMiLE: Schema-augmented Multi-level Contrastive Learning for Knowledge Graph Link Prediction	Oct 10, 2022	Contrastive LearningKnowledge Graphs	CodeCode Available	1
Contrastive Representation Learning for Conversational Question Answering over Knowledge Graphs	Oct 9, 2022	Conversational Question AnsweringInformation Retrieval	CodeCode Available	0
KALM: Knowledge-Aware Integration of Local, Document, and Global Contexts for Long Document Understanding	Oct 8, 2022	document understandingKnowledge Graphs	CodeCode Available	0
The Lifecycle of "Facts": A Survey of Social Bias in Knowledge Graphs	Oct 7, 2022	Knowledge Graphs	—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