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 1491–1500 of 2974 papers

Title	Date	Tasks	Status
Integrating 3D City Data through Knowledge Graphs	Oct 17, 2023	Knowledge Graphs	—Unverified
MechGPT, a language-based strategy for mechanics and materials modeling that connects knowledge across scales, disciplines and modalities	Oct 16, 2023	Knowledge GraphsLanguage Modelling	—Unverified
Node-based Knowledge Graph Contrastive Learning for Medical Relationship Prediction	Oct 16, 2023	Contrastive LearningGraph Embedding	CodeCode Available
From Large Language Models to Knowledge Graphs for Biomarker Discovery in Cancer	Oct 12, 2023	ArticlesDecision Making	—Unverified
Open-Set Knowledge-Based Visual Question Answering with Inference Paths	Oct 12, 2023	Knowledge GraphsMulti-class Classification	CodeCode Available
Framework for Question-Answering in Sanskrit through Automated Construction of Knowledge Graphs	Oct 11, 2023	Knowledge GraphsQuestion Answering	—Unverified
What can knowledge graph alignment gain with Neuro-Symbolic learning approaches?	Oct 11, 2023	Knowledge Graphs	—Unverified
Semantic Association Rule Learning from Time Series Data and Knowledge Graphs	Oct 11, 2023	Knowledge GraphsTime Series	—Unverified
Answer Candidate Type Selection: Text-to-Text Language Model for Closed Book Question Answering Meets Knowledge Graphs	Oct 10, 2023	Graph Question AnsweringKnowledge Graphs	—Unverified
Multi-Modal Knowledge Graph Transformer Framework for Multi-Modal Entity Alignment	Oct 10, 2023	Entity AlignmentKnowledge 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