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ResearchFormerly WizWand

Text Classification on AGNews, Amazon, DBPedia, Yahoo, and Yelp (test)

80.8Exact Match (EM)PPSEBM 0.05 GEN
69.77672.63875.578.362Dec 17, 2025
Updated 8mo ago

Evaluation results

MethodLinks
PPSEBM 0.05 GENOrder=i2025.1280.8
PPSEBM 0.05 GENOrder=ii2025.1280.8
PPSEBM 0.05 GENOrder=iii2025.1280.5
PPSEBM 0.05 GENOrder=Average2025.1280.5
LSEBMCL 0.05 GENOrder=iv2025.1280.3
LSEBMCL 0.05 GENOrder=i2025.1280.2
LSEBMCL 0.05 GENOrder=iii2025.1280.2
LSEBMCL 0.05 GENOrder=Average2025.1280.2
LSEBMCL 0.05 GENOrder=ii2025.1280
PPSEBM 0.05 GENOrder=iv2025.1280
SAPTOrder=ii2025.1279.9
SAPTOrder=iii2025.1279.8
HMI-LAMOLOrder=iii2025.1279.7
MoCLOrder=iii2025.1279.7
SAPTOrder=Average2025.1279.7
SAPTOrder=i2025.1279.6
MoCLOrder=i2025.1279.5
MoCLOrder=iv2025.1279.5
SAPTOrder=iv2025.1279.5
MoCLOrder=Average2025.1279.5
MoCLOrder=ii2025.1279.4
ProgPromptOrder=iii2025.1279
ProgPromptOrder=Average2025.1279
ProgPromptOrder=i2025.1278.9
HMI-LAMOLOrder=ii2025.1278.7
LAMOL 0.2 TASKOrder=i2025.1278.6
HMI-LAMOLOrder=Average2025.1278.6
ProgPromptOrder=ii2025.1278.4
HMI-LAMOLOrder=iv2025.1278.4
LAMOL 0.2 TASKOrder=ii2025.1278.3
IDBROrder=iii2025.1278.1
LAMOL 0.2 TASKOrder=iii2025.1278
ProgPromptOrder=iv2025.1278
LAMOL 0.2 TASKOrder=Average2025.1277.9
HMI-LAMOLOrder=i2025.1277.8
IDBROrder=iv2025.1277.8
IDBROrder=Average2025.1277.5
IDBROrder=ii2025.1277.2
IDBROrder=i2025.1277
LAMOL 0.2 TASKOrder=iv2025.1276.9
MBPA++ (our impl.)Order=iv2025.1276.7
MBPA++ (our impl.)Order=ii2025.1276
MBPA++ (our impl.)Order=Average2025.1275.5
MBPA++ (our impl.)Order=i2025.1275.3
PMROrder=ii2025.1274.3
MBPA++ (our impl.)Order=iii2025.1273.9
PMROrder=i2025.1273.5
PMROrder=Average2025.1272.5
PMROrder=iii2025.1272
MBPA++Order=ii2025.1270.9
MBPA++Order=i2025.1270.8
MBPA++Order=iv2025.1270.7
MBPA++Order=Average2025.1270.7
MBPA++Order=iii2025.1270.2
PMROrder=iv2025.1270.2