Multi-label Text Classification on RCV1 V2
87.6Micro-F1S2TC-BDD
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| S2TC-BDDNumber of labeled texts (Nl)=10,0002026.03 | 87.6 | 64.6 | — | — | |
| BERT+AMNumber of labeled texts (Nl)=10,0002026.03 | 86.4 | 64.5 | — | — | |
| BERT+BCENumber of labeled texts (Nl)=10,0002026.03 | 84 | 61.1 | — | — | |
| S2TC-BDDNumber of labeled texts (Nl)=1,0002026.03 | 82.1 | 53.2 | — | — | |
| BERT+AMNumber of labeled texts (Nl)=1,0002026.03 | 81.5 | 52.4 | — | — | |
| BERT+BCENumber of labeled texts (Nl)=1,0002026.03 | 78.4 | 45.5 | — | — | |
| CAPNumber of labeled texts (Nl)=10,0002026.03 | 77.4 | 55 | — | — | |
| CAPNumber of labeled texts (Nl)=1,0002026.03 | 75.2 | 48.3 | — | — | |
| MetaExpertNumber of labeled texts (Nl)=10,0002026.03 | 73.6 | 45.1 | — | — | |
| MetaExpertNumber of labeled texts (Nl)=1,0002026.03 | 68.7 | 40.3 | — | — | |
| S2TC-BDDNumber of labeled texts (Nl)=1002026.03 | 65.5 | 27.7 | — | — | |
| SDRLNumber of labeled texts (Nl)=10,0002026.03 | 65 | 21.1 | — | — | |
| BERT+AMNumber of labeled texts (Nl)=1002026.03 | 64.9 | 27 | — | — | |
| SDRLNumber of labeled texts (Nl)=1,0002026.03 | 58.5 | 15.9 | — | — | |
| CAPNumber of labeled texts (Nl)=1002026.03 | 56.8 | 22.4 | — | — | |
| MetaExpertNumber of labeled texts (Nl)=1002026.03 | 55.9 | 23.5 | — | — | |
| BERT+BCENumber of labeled texts (Nl)=1002026.03 | 51.6 | 12.7 | — | — | |
| SDRLNumber of labeled texts (Nl)=1002026.03 | 47.9 | 8.2 | — | — | |
| BERT+AMN_l=1002026.03 | — | — | 0.047 | 74.8 | |
| BERT+AMN_l=1,0002026.03 | — | — | 0.015 | 88.4 | |
| BERT+AMN_l=10,0002026.03 | — | — | 0.008 | 92.4 | |
| BERT+BCEN_l=1002026.03 | — | — | 0.131 | 61.5 | |
| BERT+BCEN_l=1,0002026.03 | — | — | 0.018 | 87.6 | |
| BERT+BCEN_l=10,0002026.03 | — | — | 0.008 | 92.6 | |
| CAPN_l=1002026.03 | — | — | 0.056 | 71.8 | |
| CAPN_l=1,0002026.03 | — | — | 0.015 | 88.4 | |
| CAPN_l=10,0002026.03 | — | — | 0.008 | 92.7 | |
| MetaExpertN_l=1002026.03 | — | — | 0.046 | 73.9 | |
| MetaExpertN_l=1,0002026.03 | — | — | 0.015 | 88.1 | |
| MetaExpertN_l=10,0002026.03 | — | — | 0.012 | 91.3 | |
| S2TC-BDDN_l=1002026.03 | — | — | 0.047 | 75.2 | |
| S2TC-BDDN_l=1,0002026.03 | — | — | 0.014 | 88.8 | |
| S2TC-BDDN_l=10,0002026.03 | — | — | 0.008 | 93.3 | |
| SDRLN_l=1002026.03 | — | — | 0.09 | 58.3 | |
| SDRLN_l=1,0002026.03 | — | — | 0.055 | 69.6 | |
| SDRLN_l=10,0002026.03 | — | — | 0.041 | 75.4 |