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 1201–1210 of 2974 papers

Title	Date	Tasks	Status	Score
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
Conditional Logical Message Passing Transformer for Complex Query Answering	Feb 20, 2024	Complex Query AnsweringKnowledge Graphs	CodeCode Available	5
Creating Knowledge Graphs for Geographic Data on the Web	Feb 17, 2023	Knowledge Graphs	CodeCode Available	5
ANALOGYKB: Unlocking Analogical Reasoning of Language Models with A Million-scale Knowledge Base	May 10, 2023	Knowledge 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
Hypernetwork Knowledge Graph Embeddings	Aug 21, 2018	Knowledge Graph EmbeddingsKnowledge Graphs	CodeCode Available	5
Augmenting Knowledge Graphs for Better Link Prediction	Mar 26, 2022	Graph EmbeddingKnowledge Graph Embedding	CodeCode Available	5
Focus, Merge, Rank: Improved Question Answering Based on Semi-structured Knowledge Bases	May 14, 2025	Knowledge GraphsMulti-hop Question Answering	CodeCode Available	5
HyTE: Hyperplane-based Temporally aware Knowledge Graph Embedding	Oct 1, 2018	Graph EmbeddingInformation Retrieval	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