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ResearchFormerly WizWand

Text Classification on Helpfulness

72.27F1 ScoreISS(Large-scale)
68.983669.836870.6971.5432May 22, 2023
Updated 8mo ago

Evaluation results

MethodLinks
ISS(Large-scale)Param=109M, Data=0.72G, FLOPS=8.30E182023.0572.27
TLM(Large)Param=109M, Data=3.64G, FLOPS=2.33E192023.0571.83
ISS(Medium-scale)Param=109M, Data=0.18G, FLOPS=4.15E182023.0571.51
TLM(Large-20%)Param=109M, Data=0.72G, FLOPS=8.30E182023.0571.5
TLM(Medium-20%)Param=109M, Data=0.18G, FLOPS=4.15E182023.0571.11
TLM(Medium)Param=109M, Data=1.21G, FLOPS=8.30E182023.0570.9
ISS(Small-scale)Param=109M, Data=0.18G, FLOPS=1.82E182023.0570.78
RoBERTa-largeParam=355M, Data=160G, FLOPS=4.36E212023.0570.73
TLM(Small)Param=109M, Data=0.91G, FLOPS=2.74E182023.0570.54
RoBERTa-BaseParam=125M, Data=160G, FLOPS=1.54E212023.0570.45
TLM(Small-20%)Param=109M, Data=0.18G, FLOPS=1.82E182023.0570.02
Bert LargeParam=355M, Data=16G, FLOPS=9.07E192023.0569.39
Bert-BaseParam=109M, Data=16G, FLOPS=2.79E192023.0569.11