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 2321–2330 of 2974 papers

Title	Date	Tasks	Status
Neural Latent Space Model for Dynamic Networks and Temporal Knowledge Graphs	Nov 26, 2019	Knowledge GraphsRepresentation Learning	—Unverified
Reasoning BO: Enhancing Bayesian Optimization with Long-Context Reasoning Power of LLMs	May 19, 2025	Bayesian OptimizationKnowledge Graphs	—Unverified
Reasoning Inconsistencies and How to Mitigate Them in Deep Learning	Apr 3, 2025	Dataset GenerationDeep Learning	—Unverified
A Cheap and Dirty Cross-Lingual Linking Service in the Cloud	Jun 1, 2022	Knowledge Graphs	—Unverified
A State-transition Framework to Answer Complex Questions over Knowledge Base	Oct 1, 2018	Knowledge GraphsQuestion Answering	—Unverified
Association Rules Enhanced Knowledge Graph Attention Network	Nov 14, 2020	Graph AttentionGraph Embedding	—Unverified
Assessing the Utility of Large Language Models for Phenotype-Driven Gene Prioritization in Rare Genetic Disorder Diagnosis	Mar 21, 2024	Knowledge Graphs	—Unverified
Reasoning over Multi-view Knowledge Graphs	Sep 27, 2022	Knowledge GraphsRepresentation Learning	—Unverified
Reasoning Over Paths via Knowledge Base Completion	Nov 1, 2019	Knowledge Base CompletionKnowledge Graphs	—Unverified
Type-based Neural Link Prediction Adapter for Complex Query Answering	Jan 29, 2024	Complex Query AnsweringKnowledge Graphs	—Unverified

Show:10 25 50

← PrevPage 233 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