paper-with-me

Pubmed

홈페이지 · 논문 1,236편

The PubMed dataset consists of 19717 scientific publications from PubMed database pertaining to diabetes classified into one of three classes. The citation network consists of 44338 links. Each publication in the dataset is described by a TF/IDF weighted word vector from a dictionary which consists of 500 unique words. Source: https://linqs.soe.ucsc.edu/data

Graphs

벤치마크

Node Classification on Pubmed 결과 71개

Node Classification on PubMed (60%/20%/20% random splits) 결과 37개

Node Classification on PubMed with Public Split: fixed 20 nodes per class 결과 37개

Text Summarization on Pubmed 결과 30개

Node Classification on PubMed (48%/32%/20% fixed splits) 결과 26개

Node Classification on PubMed (0.03%) 결과 14개

Node Classification on PubMed (0.05%) 결과 14개

Node Classification on PubMed (0.1%) 결과 14개

Link Prediction on Pubmed 결과 13개

Unsupervised Extractive Summarization on Pubmed 결과 9개

Graph Clustering on Pubmed 결과 7개

Node Classification on Pubmed Full-supervised 결과 7개

Sentence Classification on PubMed 20k RCT 결과 6개

Graph Classification on Pubmed 결과 3개

Link Prediction on Pubmed (biased evaluation) 결과 2개

Community Detection on Pubmed 결과 1개

Language Modelling on PubMed Central 결과 1개

Link Prediction on Pubmed (nonstandard variant) 결과 1개

Node Classification on Pubmed random partition 결과 1개

Node Classification on Pubmed: fixed 20 node per class 결과 1개

Node Classification on Non-Homophilic (Heterophilic) Graphs on Pubmed 결과 1개