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 1221–1230 of 2974 papers

Title	Date	Tasks	Status	Hype
Otter-Knowledge: benchmarks of multimodal knowledge graph representation learning from different sources for drug discovery	Jun 22, 2023	Drug DiscoveryGraph Representation Learning	CodeCode Available	1
A Decade of Scholarly Research on Open Knowledge Graphs	Jun 22, 2023	ArticlesEntity Linking	CodeCode Available	0
Bidirectional End-to-End Learning of Retriever-Reader Paradigm for Entity Linking	Jun 21, 2023	Entity LinkingEntity Retrieval	CodeCode Available	0
UUKG: Unified Urban Knowledge Graph Dataset for Urban Spatiotemporal Prediction	Jun 20, 2023	Knowledge Graphs	CodeCode Available	1
TuckerDNCaching: high-quality negative sampling with tucker decomposition	Jun 20, 2023	Graph EmbeddingKnowledge Graph Embedding	CodeCode Available	0
Give Us the Facts: Enhancing Large Language Models with Knowledge Graphs for Fact-aware Language Modeling	Jun 20, 2023	Knowledge GraphsLanguage Modeling	—Unverified	0
Fine-tuning Large Enterprise Language Models via Ontological Reasoning	Jun 19, 2023	Knowledge GraphsSpecificity	—Unverified	0
Temporal Data Meets LLM -- Explainable Financial Time Series Forecasting	Jun 19, 2023	Knowledge GraphsTime Series	—Unverified	0
Att-KGCN: Tourist Attractions Recommendation System by using Attention mechanism and Knowledge Graph Convolution Network	Jun 19, 2023	Knowledge Graphs	—Unverified	0
RECAP-KG: Mining Knowledge Graphs from Raw GP Notes for Remote COVID-19 Assessment in Primary Care	Jun 17, 2023	Decision Makinggraph construction	—Unverified	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