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 1731–1740 of 2974 papers

Title	Date	Tasks	Status
Proceedings of the KG-BIAS Workshop 2020 at AKBC 2020	Jun 18, 2020	Knowledge Graphs	—Unverified
ProcK: Machine Learning for Knowledge-Intensive Processes	Sep 10, 2021	AttributeBIG-bench Machine Learning	—Unverified
PRODIGY: Enabling In-context Learning Over Graphs	May 21, 2023	Graph Neural NetworkIn-Context Learning	—Unverified
ProjB: An Improved Bilinear Biased ProjE model for Knowledge Graph Completion	Aug 15, 2022	Graph EmbeddingKnowledge Graph Completion	—Unverified
Prompt-fused framework for Inductive Logical Query Answering	Mar 19, 2024	Knowledge Graphs	—Unverified
Prompting Large Language Models with Knowledge Graphs for Question Answering Involving Long-tail Facts	May 10, 2024	Knowledge GraphsQuestion Answering	—Unverified
Proposition Knowledge Graphs	Aug 1, 2014	Knowledge GraphsNatural Language Inference	—Unverified
Protoknowledge Shapes Behaviour of LLMs in Downstream Tasks: Memorization and Generalization with Knowledge Graphs	May 21, 2025	Knowledge GraphsMemorization	—Unverified
ProVe: A Pipeline for Automated Provenance Verification of Knowledge Graphs against Textual Sources	Oct 26, 2022	Binary ClassificationClaim Verification	—Unverified
A Method to Learn Embedding of a Probabilistic Medical Knowledge Graph: Algorithm Development	Sep 2, 2019	Knowledge GraphsLink Prediction	—Unverified

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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