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 2541–2550 of 2974 papers

Title	Date	Tasks	Status
A Neural Turing~Machine for Conditional Transition Graph Modeling	Jul 15, 2019	BIG-bench Machine LearningInformation Retrieval	—Unverified
Enabling Roll-up and Drill-down Operations in News Exploration with Knowledge Graphs for Due Diligence and Risk Management	May 8, 2024	Knowledge GraphsManagement	—Unverified
Self-supervised Knowledge Triplet Learning for Zero-shot Question Answering	May 1, 2020	Knowledge GraphsQuestion Answering	—Unverified
End-to-end argumentation knowledge graph construction	Sep 13, 2021	16kFake News Detection	—Unverified
Self-supervised Quantized Representation for Seamlessly Integrating Knowledge Graphs with Large Language Models	Jan 30, 2025	Instruction FollowingKnowledge Graphs	—Unverified
End-to-End Entity Resolution and Question Answering Using Differentiable Knowledge Graphs	Sep 13, 2021	Entity ResolutionKnowledge Graphs	—Unverified
End-to-End Learning for Answering Structured Queries Directly over Text	Nov 15, 2018	Extractive Question-AnsweringKnowledge Graphs	—Unverified
Semantically Smooth Knowledge Graph Embedding	Jul 1, 2015	Entity ResolutionGraph Embedding	—Unverified
Semantic Annotation for Tabular Data	Dec 15, 2020	Data IntegrationFeature Engineering	—Unverified
End-to-End Video Classification with Knowledge Graphs	Nov 6, 2017	BIG-bench Machine LearningClassification	—Unverified

Show:10 25 50

← PrevPage 255 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