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PubMed (0.05%)
PubMed (0.05%)
Benchmarks
Node Classification
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Accuracy
Related Benchmarks
PubMed (0.03%)
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Node Classification
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Accuracy
PubMed (0.1%)
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Node Classification
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Accuracy
PubMed (48%/32%/20% fixed splits)
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Node Classification
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1:1 Accuracy
PubMed (48%/32%/20% fixed splits)
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Node Classification
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Accuracy
PubMed (60%/20%/20% random splits)
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Node Classification
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1:1 Accuracy
PubMed 20k RCT
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Classification
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F1
PubMed 20k RCT
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Sentence Classification
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F1
PubMed 20k RCT
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Text Classification
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F1
PubMed Cognitive Control Abstracts
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Language Modelling
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BPB
PubMed with Public Split: fixed 20 nodes per class
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Node Classification
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Accuracy
PubMed: 5 nodes per class
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Node Classification
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Accuracy
PubMedQA
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Few-Shot Learning
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Accuracy
PubMedQA
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Meta-Learning
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Accuracy
PubMedQA
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Question Answering
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Accuracy
PubMedQA
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Retrieval
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Accuracy (Top-1)
PubMedQA corpus with metadata
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Inductive knowledge graph completion
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ANS-EM
PubMedQA corpus with metadata
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Knowledge Graph Completion
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ANS-EM
PubMedQA corpus with metadata
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Knowledge Graphs
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ANS-EM
PubMedQA corpus with metadata
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Large Language Model
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ANS-EM
PubMedQA corpus with metadata
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Retrieval
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Accuracy (Top-1)
Pubmed
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Classification
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Test Accuracy
Pubmed
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Community Detection
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ACC
Pubmed
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Community Detection
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NMI
Pubmed
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Graph Classification
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Test Accuracy
Pubmed
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Graph Clustering
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ACC
Pubmed
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Graph Clustering
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ARI
Pubmed
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Graph Clustering
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F score
Pubmed
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Graph Clustering
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NMI
Pubmed
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Link Prediction
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ACC
Pubmed
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Link Prediction
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AP
Pubmed
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Link Prediction
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AUC
Pubmed
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Link Prediction
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Accuracy
Pubmed
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Node Classification
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Accuracy
Pubmed
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Node Classification
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Accuracy (%)
Pubmed
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Node Classification
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F1
Pubmed
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Node Classification
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F1-Score
Pubmed
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Node Classification
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Inference Time (ms)
Pubmed
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Node Classification
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NMI
Pubmed
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Node Classification
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Training Split
Pubmed
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Node Classification
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Validation
Pubmed
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Summarization
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ROUGE-1
Pubmed
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Summarization
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ROUGE-2
Pubmed
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Summarization
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ROUGE-L
Pubmed
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Text Summarization
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ROUGE-1
Pubmed
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Text Summarization
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ROUGE-2
Pubmed
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Text Summarization
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ROUGE-L
Pubmed (biased evaluation)
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Link Prediction
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AP
Pubmed (biased evaluation)
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Link Prediction
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AUC
Pubmed (biased evaluation)
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Link Prediction
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Accuracy
Pubmed (nonstandard variant)
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Link Prediction
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AP
Pubmed (nonstandard variant)
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Link Prediction
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AUC
Pubmed Full-supervised
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Node Classification
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Accuracy
Pubmed random partition
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Node Classification
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Accuracy
Pubmed: fixed 20 node per class
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Node Classification
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Accuracy