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 51–60 of 2974 papers

Title	Date	Tasks	Status	Hype	Score
An Open-Source Knowledge Graph Ecosystem for the Life Sciences	Jul 11, 2023	Knowledge Graphs	CodeCode Available	2	5
Fact Finder -- Enhancing Domain Expertise of Large Language Models by Incorporating Knowledge Graphs	Aug 6, 2024	Knowledge GraphsNatural Language Queries	CodeCode Available	2	5
ASGEA: Exploiting Logic Rules from Align-Subgraphs for Entity Alignment	Feb 16, 2024	Entity AlignmentGraph Neural Network	CodeCode Available	2	5
Assessing SPARQL capabilities of Large Language Models	Sep 9, 2024	BenchmarkingKnowledge Graphs	CodeCode Available	2	5
Graph Language Models	Jan 13, 2024	Knowledge GraphsLanguage Modeling	CodeCode Available	2	5
Knowledge Graphs	Mar 4, 2020	Knowledge Graphs	CodeCode Available	2	5
Efficient and Effective SPARQL Autocompletion on Very Large Knowledge Graphs	Oct 17, 2022	Knowledge Graphs	CodeCode Available	2	5
KST-GCN: A Knowledge-Driven Spatial-Temporal Graph Convolutional Network for Traffic Forecasting	Nov 26, 2020	Knowledge GraphsRepresentation Learning	CodeCode Available	2	5
LLMs for Knowledge Graph Construction and Reasoning: Recent Capabilities and Future Opportunities	May 22, 2023	Event Extractiongraph construction	CodeCode Available	2	5
Ekar: An Explainable Method for Knowledge Aware Recommendation	Jun 22, 2019	Knowledge-Aware RecommendationKnowledge Graphs	CodeCode Available	2	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