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 61–70 of 2974 papers

Title	Date	Tasks	Status	Hype	Score
NeuralKG: An Open Source Library for Diverse Representation Learning of Knowledge Graphs	Feb 25, 2022	Graph EmbeddingKnowledge Graph Embedding	CodeCode Available	2	5
NeuralKG-ind: A Python Library for Inductive Knowledge Graph Representation Learning	Apr 28, 2023	Graph Representation LearningKnowledge Graphs	CodeCode Available	2	5
Graph Foundation Models: A Comprehensive Survey	May 21, 2025	Graph LearningKnowledge Graphs	CodeCode Available	2	5
A Review of Relational Machine Learning for Knowledge Graphs	Mar 2, 2015	BIG-bench Machine LearningKnowledge 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
Graph Language Models	Jan 13, 2024	Knowledge GraphsLanguage Modeling	CodeCode Available	2	5
Generate-on-Graph: Treat LLM as both Agent and KG in Incomplete Knowledge Graph Question Answering	Apr 23, 2024	Graph Question AnsweringHallucination	CodeCode Available	2	5
A Prompt-Based Knowledge Graph Foundation Model for Universal In-Context Reasoning	Oct 16, 2024	In-Context LearningKnowledge Graphs	CodeCode Available	2	5
Efficient and Effective SPARQL Autocompletion on Very Large Knowledge Graphs	Oct 17, 2022	Knowledge 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