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 2741–2750 of 2974 papers

Title	Date	Tasks	Status
FinMatcher at FinSim-2: Hypernym Detection in the Financial Services Domain using Knowledge Graphs	Mar 2, 2021	Knowledge Graphs	—Unverified
First Workshop on Argumentation Knowledge Graphs	Sep 13, 2021	Knowledge Graphs	—Unverified
Why should I not follow you? Reasons For and Reasons Against in Responsible Recommender Systems	Sep 3, 2020	Explanation GenerationKnowledge Graphs	—Unverified
Fish-bone diagram of research issue: Gain a bird's-eye view on a specific research topic	Apr 30, 2024	Knowledge GraphsLanguage Modeling	—Unverified
Digital Twins for Patient Care via Knowledge Graphs and Closed-Form Continuous-Time Liquid Neural Networks	Jul 8, 2023	FormKnowledge Graphs	—Unverified
Structured Knowledge Grounding for Question Answering	Sep 17, 2022	Knowledge GraphsOpen-Ended Question Answering	—Unverified
Flurry: a Fast Framework for Reproducible Multi-layered Provenance Graph Representation Learning	Mar 5, 2022	Anomaly DetectionGraph Classification	—Unverified
Simple and Powerful Architecture for Inductive Recommendation Using Knowledge Graph Convolutions	Sep 9, 2022	Dimensionality ReductionGraph Neural Network	—Unverified
FOKE: A Personalized and Explainable Education Framework Integrating Foundation Models, Knowledge Graphs, and Prompt Engineering	May 6, 2024	Knowledge GraphsPrompt Engineering	—Unverified
FONDUE: A Framework for Node Disambiguation Using Network Embeddings	Feb 24, 2020	Knowledge GraphsNetwork Embedding	—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