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Relation Extraction on BioRED (test)

61.5F1 ScoreCross Entropy (CE)
12.6225.313850.69Dec 21, 2022
Updated 8mo ago

Evaluation results

MethodLinks
Cross Entropy (CE)Encoder=MTB, Training data percentage=100%2022.1261.5
MCCLEncoder=MTB, Training data percentage=100%2022.1260.8
Cross Entropy (CE)Encoder=PLM, Training data percentage=100%2022.1257.7
MCCLEncoder=PLM, Training data percentage=100%2022.1255.1
MCCLEncoder=MTB, Training data percentage=10%2022.1254.2
SupConEncoder=PLM, Training data percentage=100%2022.1252.2
Cross Entropy (CE)Encoder=MTB, Training data percentage=10%2022.1249.8
MCCLEncoder=MTB, Training data percentage=5%2022.1248.5
MCCLEncoder=PLM, Training data percentage=10%2022.1245.5
SupConEncoder=MTB, Training data percentage=100%2022.1243.1
Cross Entropy (CE)Encoder=PLM, Training data percentage=10%2022.1242.5
MCCLEncoder=PLM, Training data percentage=5%2022.1241.3
Cross Entropy (CE)Encoder=MTB, Training data percentage=5%2022.1241.2
SupConEncoder=PLM, Training data percentage=10%2022.1238
Lazy learningEncoder=MTB, Training data percentage=100%2022.1236.7
Cross Entropy (CE)Encoder=PLM, Training data percentage=5%2022.1235.4
MCCLEncoder=MTB, Training data percentage=1%2022.1234.6
Lazy learningEncoder=MTB, Training data percentage=10%2022.1234.4
SupConEncoder=MTB, Training data percentage=10%2022.1231.4
SupConEncoder=PLM, Training data percentage=5%2022.1230.9
SupConEncoder=MTB, Training data percentage=5%2022.1229.1
Cross Entropy (CE)Encoder=MTB, Training data percentage=1%2022.1228.6
Lazy learningEncoder=MTB, Training data percentage=5%2022.1228.4
Lazy learningEncoder=PLM, Training data percentage=100%2022.1228.3
SupConEncoder=MTB, Training data percentage=1%2022.1224.4
Lazy learningEncoder=MTB, Training data percentage=1%2022.1224.3
Cross Entropy (CE)Encoder=PLM, Training data percentage=1%2022.1224.1
MCCLEncoder=PLM, Training data percentage=1%2022.1220.8
SupConEncoder=PLM, Training data percentage=1%2022.1220
Lazy learningEncoder=PLM, Training data percentage=10%2022.1218.8
Lazy learningEncoder=PLM, Training data percentage=5%2022.1217.6
Lazy learningEncoder=PLM, Training data percentage=1%2022.1214.5