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 1061–1070 of 2974 papers

Title	Date	Tasks	Status	Hype
What can knowledge graph alignment gain with Neuro-Symbolic learning approaches?	Oct 11, 2023	Knowledge Graphs	—Unverified	0
Semantic Association Rule Learning from Time Series Data and Knowledge Graphs	Oct 11, 2023	Knowledge GraphsTime Series	—Unverified	0
Relational Prior Knowledge Graphs for Detection and Instance Segmentation	Oct 11, 2023	Instance SegmentationKnowledge Graphs	CodeCode Available	1
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	0
DKEC: Domain Knowledge Enhanced Multi-Label Classification for Diagnosis Prediction	Oct 10, 2023	ClassificationKnowledge Graphs	CodeCode Available	1
Multi-Modal Knowledge Graph Transformer Framework for Multi-Modal Entity Alignment	Oct 10, 2023	Entity AlignmentKnowledge Graphs	CodeCode Available	0
Universal Multi-modal Entity Alignment via Iteratively Fusing Modality Similarity Paths	Oct 9, 2023	Entity AlignmentKnowledge Graphs	CodeCode Available	0
A Knowledge Graph-Based Search Engine for Robustly Finding Doctors and Locations in the Healthcare Domain	Oct 8, 2023	Information RetrievalKnowledge Graphs	—Unverified	0
Dynamic Multi-Domain Knowledge Networks for Chest X-ray Report Generation	Oct 8, 2023	DiagnosticKnowledge Graphs	—Unverified	0
From Data to Dialogue: Leveraging the Structure of Knowledge Graphs for Conversational Exploratory Search	Oct 8, 2023	ArticlesConversational Search	CodeCode Available	0

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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