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 1191–1200 of 2974 papers

Title	Date	Tasks	Status	Score
ForPKG: A Framework for Constructing Forestry Policy Knowledge Graph and Application Analysis	Nov 17, 2024	graph constructionKnowledge Graphs	CodeCode Available	5
Conflict-Aware Pseudo Labeling via Optimal Transport for Entity Alignment	Sep 5, 2022	Entity AlignmentEntity Embeddings	CodeCode Available	5
HyTE: Hyperplane-based Temporally aware Knowledge Graph Embedding	Oct 1, 2018	Graph EmbeddingInformation Retrieval	CodeCode Available	5
Identifying and Explaining Discriminative Attributes	Sep 5, 2019	AttributeKnowledge Graphs	CodeCode Available	5
A Survey of Link Prediction in N-ary Knowledge Graphs	Jun 10, 2025	Knowledge GraphsLink Prediction	CodeCode Available	5
ForecastTKGQuestions: A Benchmark for Temporal Question Answering and Forecasting over Temporal Knowledge Graphs	Aug 12, 2022	Knowledge GraphsQuestion Answering	CodeCode Available	5
CPa-WAC: Constellation Partitioning-based Scalable Weighted Aggregation Composition for Knowledge Graph Embedding	Aug 1, 2024	Graph EmbeddingGraph Neural Network	CodeCode Available	5
Learning Rules from KGs Guided by Language Models	Sep 12, 2024	Knowledge Graphs	CodeCode Available	5
Conditional Logical Message Passing Transformer for Complex Query Answering	Feb 20, 2024	Complex Query AnsweringKnowledge Graphs	CodeCode Available	5
Hypernetwork Knowledge Graph Embeddings	Aug 21, 2018	Knowledge Graph EmbeddingsKnowledge Graphs	CodeCode Available	5

Show:10 25 50

← PrevPage 120 of 298Next →

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