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 1361–1370 of 2974 papers

Title	Date	Tasks	Status
Understanding and Guiding Weakly Supervised Entity Alignment with Potential Isomorphism Propagation	Feb 5, 2024	Entity AlignmentKnowledge Graphs	CodeCode Available
Hypergraph-Transformer (HGT) for Interactive Event Prediction in Laparoscopic and Robotic Surgery	Feb 3, 2024	Decision MakingKnowledge Graphs	—Unverified
A Comparative Analysis of Conversational Large Language Models in Knowledge-Based Text Generation	Feb 2, 2024	Knowledge GraphsText Generation	CodeCode Available
SPARQL Generation with Entity Pre-trained GPT for KG Question Answering	Feb 1, 2024	Entity LinkingKnowledge Graphs	CodeCode Available
Prompt-Time Symbolic Knowledge Capture with Large Language Models	Feb 1, 2024	Knowledge Graphs	CodeCode Available
PipeNet: Question Answering with Semantic Pruning over Knowledge Graphs	Jan 31, 2024	Graph AttentionKnowledge Graphs	CodeCode Available
Two Heads Are Better Than One: Integrating Knowledge from Knowledge Graphs and Large Language Models for Entity Alignment	Jan 30, 2024	Entity AlignmentEntity Embeddings	—Unverified
Capturing Knowledge Graphs and Rules with Octagon Embeddings	Jan 29, 2024	Knowledge Graph EmbeddingsKnowledge Graphs	—Unverified
Type-based Neural Link Prediction Adapter for Complex Query Answering	Jan 29, 2024	Complex Query AnsweringKnowledge Graphs	—Unverified
Textual Entailment for Effective Triple Validation in Object Prediction	Jan 29, 2024	Knowledge Base PopulationKnowledge 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