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ResearchFormerly WizWand

Abstract Sentence Classification on RCT

87.53Micro-F1RoBERTa-large
86.614886.852487.0987.3276May 22, 2023
Updated 8mo ago

Evaluation results

MethodLinks
RoBERTa-largeParam=355M, Data=160G, FLOPS=4.36E212023.0587.53
TLM(Large)Param=109M, Data=3.64G, FLOPS=2.33E192023.0587.49
ISS(Large-scale)Param=109M, Data=0.72G, FLOPS=8.30E182023.0587.41
TLM(Large-20%)Param=109M, Data=0.72G, FLOPS=8.30E182023.0587.36
ISS(Medium-scale)Param=109M, Data=0.18G, FLOPS=4.15E182023.0587.3
TLM(Medium)Param=109M, Data=1.21G, FLOPS=8.30E182023.0587.28
RoBERTa-BaseParam=125M, Data=160G, FLOPS=1.54E212023.0587.23
Bert LargeParam=355M, Data=16G, FLOPS=9.07E192023.0587.13
Bert-BaseParam=109M, Data=16G, FLOPS=2.79E192023.0587
TLM(Medium-20%)Param=109M, Data=0.18G, FLOPS=4.15E182023.0587
TLM(Small)Param=109M, Data=0.91G, FLOPS=2.74E182023.0586.99
ISS(Small-scale)Param=109M, Data=0.18G, FLOPS=1.82E182023.0586.99
TLM(Small-20%)Param=109M, Data=0.18G, FLOPS=1.82E182023.0586.65