Text Classification on AGNews, Amazon, DBPedia, Yahoo, and Yelp (test)
80.8Exact Match (EM)PPSEBM 0.05 GEN
Evaluation Results
| Method | Links | |
|---|---|---|
| PPSEBM 0.05 GENOrder=i2025.12 | 80.8 | |
| PPSEBM 0.05 GENOrder=ii2025.12 | 80.8 | |
| PPSEBM 0.05 GENOrder=iii2025.12 | 80.5 | |
| PPSEBM 0.05 GENOrder=Average2025.12 | 80.5 | |
| LSEBMCL 0.05 GENOrder=iv2025.12 | 80.3 | |
| LSEBMCL 0.05 GENOrder=i2025.12 | 80.2 | |
| LSEBMCL 0.05 GENOrder=iii2025.12 | 80.2 | |
| LSEBMCL 0.05 GENOrder=Average2025.12 | 80.2 | |
| LSEBMCL 0.05 GENOrder=ii2025.12 | 80 | |
| PPSEBM 0.05 GENOrder=iv2025.12 | 80 | |
| SAPTOrder=ii2025.12 | 79.9 | |
| SAPTOrder=iii2025.12 | 79.8 | |
| HMI-LAMOLOrder=iii2025.12 | 79.7 | |
| MoCLOrder=iii2025.12 | 79.7 | |
| SAPTOrder=Average2025.12 | 79.7 | |
| SAPTOrder=i2025.12 | 79.6 | |
| MoCLOrder=i2025.12 | 79.5 | |
| MoCLOrder=iv2025.12 | 79.5 | |
| SAPTOrder=iv2025.12 | 79.5 | |
| MoCLOrder=Average2025.12 | 79.5 | |
| MoCLOrder=ii2025.12 | 79.4 | |
| ProgPromptOrder=iii2025.12 | 79 | |
| ProgPromptOrder=Average2025.12 | 79 | |
| ProgPromptOrder=i2025.12 | 78.9 | |
| HMI-LAMOLOrder=ii2025.12 | 78.7 | |
| LAMOL 0.2 TASKOrder=i2025.12 | 78.6 | |
| HMI-LAMOLOrder=Average2025.12 | 78.6 | |
| ProgPromptOrder=ii2025.12 | 78.4 | |
| HMI-LAMOLOrder=iv2025.12 | 78.4 | |
| LAMOL 0.2 TASKOrder=ii2025.12 | 78.3 | |
| IDBROrder=iii2025.12 | 78.1 | |
| LAMOL 0.2 TASKOrder=iii2025.12 | 78 | |
| ProgPromptOrder=iv2025.12 | 78 | |
| LAMOL 0.2 TASKOrder=Average2025.12 | 77.9 | |
| HMI-LAMOLOrder=i2025.12 | 77.8 | |
| IDBROrder=iv2025.12 | 77.8 | |
| IDBROrder=Average2025.12 | 77.5 | |
| IDBROrder=ii2025.12 | 77.2 | |
| IDBROrder=i2025.12 | 77 | |
| LAMOL 0.2 TASKOrder=iv2025.12 | 76.9 | |
| MBPA++ (our impl.)Order=iv2025.12 | 76.7 | |
| MBPA++ (our impl.)Order=ii2025.12 | 76 | |
| MBPA++ (our impl.)Order=Average2025.12 | 75.5 | |
| MBPA++ (our impl.)Order=i2025.12 | 75.3 | |
| PMROrder=ii2025.12 | 74.3 | |
| MBPA++ (our impl.)Order=iii2025.12 | 73.9 | |
| PMROrder=i2025.12 | 73.5 | |
| PMROrder=Average2025.12 | 72.5 | |
| PMROrder=iii2025.12 | 72 | |
| MBPA++Order=ii2025.12 | 70.9 | |
| MBPA++Order=i2025.12 | 70.8 | |
| MBPA++Order=iv2025.12 | 70.7 | |
| MBPA++Order=Average2025.12 | 70.7 | |
| MBPA++Order=iii2025.12 | 70.2 | |
| PMROrder=iv2025.12 | 70.2 |