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SotA/Methodology/Multi-Label Text Classification

Multi-Label Text Classification

64 benchmarks171 papers

According to Wikipedia "In machine learning, multi-label classification and the strongly related problem of multi-output classification are variants of the classification problem where multiple labels may be assigned to each instance. Multi-label classification is a generalization of multiclass classification, which is the single-label problem of categorizing instances into precisely one of more than two classes; in the multi-label problem there is no constraint on how many of the classes the instance can be assigned to."

Benchmarks

Multi-Label Text Classification on CC3M-TagMask

Precision Recall F1 Accuracy mAP

Multi-Label Text Classification on Reuters-21578

Multi-Label Text Classification on Freecode

Multi-Label Text Classification on BVICTOR

Average F1 Weighted F1

Multi-Label Text Classification on EUR-Lex

P@5 nDCG@5 P@1 P@3 nDCG@3 Micro F1 RP@5 nDCG@1

Multi-Label Text Classification on MVICTOR (theme)

Average F1 Weighted F1

Multi-Label Text Classification on SVICTOR (theme)

Average F1 Weighted F1

Multi-Label Text Classification on AAPD

P@1 P@3 P@5 nDCG@3 nDCG@5 Micro F1 F1

Multi-Label Text Classification on MIMIC-III-50

Multi-Label Text Classification on Amazon-12K

P@1 P@3 P@5 nDCG@3 nDCG@5

Multi-Label Text Classification on Dataset of Propaganda Techniques of the State-Sponsored Information Operation of the People's Republic of China

1:1 Accuracy F1 - macro Micro F1

Multi-Label Text Classification on Kan-Shan Cup

P@1 P@3 P@5 nDCG@3 nDCG@5

Multi-Label Text Classification on LF-AmazonTitles-131K

Multi-Label Text Classification on LF-AmzonTitles-131K

Multi-Label Text Classification on MIMIC-III

AUC Macro F1 Macro Precision Macro Recall Micro Precision Micro Recall Micro-F1 P@5 Precision Recall

Multi-Label Text Classification on RCV1

Macro-F1 Micro-F1

Multi-Label Text Classification on RCV1-v2

Multi-Label Text Classification on Slashdot

Multi-Label Text Classification on Wiki-30K

P@1 P@3 P@5 nDCG@3 nDCG@5

Multi-Label Text Classification on USPTO-3M