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 951–960 of 2974 papers

Title	Date	Tasks	Status	Score
Degree-Aware Alignment for Entities in Tail	May 25, 2020	Entity AlignmentKnowledge Graphs	CodeCode Available	5
A Decade of Scholarly Research on Open Knowledge Graphs	Jun 22, 2023	ArticlesEntity Linking	CodeCode Available	5
Joint Language Semantic and Structure Embedding for Knowledge Graph Completion	Sep 19, 2022	Knowledge Graph CompletionKnowledge Graphs	CodeCode Available	5
Explainable Representations for Relation Prediction in Knowledge Graphs	Jun 22, 2023	Knowledge Graph EmbeddingsKnowledge Graphs	CodeCode Available	5
Collective Entity Alignment via Adaptive Features	Dec 18, 2019	Entity AlignmentKnowledge Graphs	CodeCode Available	5
PK-Chat: Pointer Network Guided Knowledge Driven Generative Dialogue Model	Apr 2, 2023	Knowledge GraphsLanguage Modeling	CodeCode Available	5
A set of semantic data flow diagrams and its security analysis based on ontologies and knowledge graphs	Mar 20, 2023	Cloud ComputingKnowledge Graphs	CodeCode Available	5
Jointly Learning Propagating Features on the Knowledge Graph for Movie Recommendation	Aug 22, 2022	Knowledge Graph EmbeddingsKnowledge Graphs	CodeCode Available	5
Interpretable Multi-hop Reasoning for Forecasting Future Links on Temporal Knowledge Graphs	Sep 29, 2021	Knowledge GraphsQuestion Answering	CodeCode Available	5
Deep Reinforcement Learning with Stacked Hierarchical Attention for Text-based Games	Oct 22, 2020	Decision MakingDeep Reinforcement Learning	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