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 1251–1260 of 2974 papers

Title	Date	Tasks	Status	Score
Identify, Align, and Integrate: Matching Knowledge Graphs to Commonsense Reasoning Tasks	Apr 20, 2021	Knowledge Graphs	CodeCode Available	5
Finding Motifs in Knowledge Graphs using Compression	Apr 16, 2021	Knowledge GraphsWorld Knowledge	CodeCode Available	5
Compositional Generalization with Grounded Language Models	Jun 7, 2024	Knowledge GraphsSemantic Parsing	CodeCode Available	5
Hypernetwork Knowledge Graph Embeddings	Aug 21, 2018	Knowledge Graph EmbeddingsKnowledge Graphs	CodeCode Available	5
Hyperbolic Hierarchical Knowledge Graph Embeddings for Link Prediction in Low Dimensions	Apr 28, 2022	Knowledge Graph EmbeddingsKnowledge Graphs	CodeCode Available	5
HyTE: Hyperplane-based Temporally aware Knowledge Graph Embedding	Oct 1, 2018	Graph EmbeddingInformation Retrieval	CodeCode Available	5
Complex Sequential Question Answering: Towards Learning to Converse Over Linked Question Answer Pairs with a Knowledge Graph	Jan 31, 2018	Knowledge GraphsQuestion Answering	CodeCode Available	5
HybridFC: A Hybrid Fact-Checking Approach for Knowledge Graphs	Sep 10, 2024	DiversityEnsemble Learning	CodeCode Available	5
Few-shot Knowledge Graph Relational Reasoning via Subgraph Adaptation	Jun 19, 2024	Knowledge GraphsRelational Reasoning	CodeCode Available	5
Few-Shot Knowledge Graph Completion	Nov 26, 2019	Knowledge Graph CompletionKnowledge Graphs	CodeCode Available	5

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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