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 2851–2860 of 2974 papers

Title	Date	Tasks	Status
Associative Knowledge Graphs for Efficient Sequence Storage and Retrieval	Nov 19, 2024	Anomaly DetectionKnowledge Graphs	CodeCode Available
Zero-Shot Relational Learning for Multimodal Knowledge Graphs	Apr 9, 2024	Knowledge Graph CompletionKnowledge Graphs	CodeCode Available
TrustUQA: A Trustful Framework for Unified Structured Data Question Answering	Jun 27, 2024	Answer GenerationKnowledge Graphs	CodeCode Available
Context Transformer with Stacked Pointer Networks for Conversational Question Answering over Knowledge Graphs	Mar 13, 2021	Conversational Question AnsweringKnowledge Graphs	CodeCode Available
Context-aware knowledge graph framework for traffic speed forecasting using graph neural network	Jul 25, 2024	Graph Neural NetworkKnowledge Graphs	CodeCode Available
Narrative Cartography with Knowledge Graphs	Dec 2, 2021	Knowledge Graphs	CodeCode Available
An Analysis of Novel Money Laundering Data Using Heterogeneous Graph Isomorphism Networks. FinCEN Files Case Study	Jul 26, 2024	Graph Neural NetworkKnowledge Graphs	CodeCode Available
Scalable Label Propagation for Multi-relational Learning on the Tensor Product of Graphs	Feb 20, 2018	Knowledge GraphsRelational Reasoning	CodeCode Available
Scalable Micro-planned Generation of Discourse from Structured Data	Oct 5, 2018	Knowledge GraphsSentence	CodeCode Available
Context-Aware Composition of Agent Policies by Markov Decision Process Entity Embeddings and Agent Ensembles	Aug 28, 2023	Entity EmbeddingsKnowledge Graphs	CodeCode Available

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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