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ResearchFormerly WizWand

Text Classification on IMDb (val)

89.13Top-1 AccCCT-2/2x1
50.015660.170370.32580.4797Apr 12, 2021Jun 2, 2021Jul 24, 2021Sep 14, 2021Nov 4, 2021Dec 26, 2021Feb 16, 2022
Updated 8mo ago

Evaluation results

MethodLinks
CCT-2/2x1# Params=0.276 M2021.0489.13
CCT-2/1x1# Params=0.238 M2021.0488.95
CCT-4/2x1# Params=0.474 M2021.0488.94
CCT-2/4x1# Params=0.353 M2021.0488.92
CCT-4/4x1# Params=0.551 M2021.0488.86
CCT-6/1x1# Params=3.237 M2021.0488.81
CCT-6/2x1# Params=3.313 M2021.0488.74
CCT-4/1x1# Params=0.436 M2021.0488.71
CCT-6/4x1# Params=3.467 M2021.0488.68
ViT-Lite-2/1# Params=0.238 M2021.0487.69
CVT-2/1# Params=0.238 M2021.0487.68
ViT-Lite-6/1# Params=3.237 M2021.0487.58
ViT-Lite-2/2# Params=0.276 M2021.0487.39
ViT-Lite-4/1# Params=0.436 M2021.0487.38
CVT-4/1# Params=0.436 M2021.0487.27
DistilBERTPLM=Gold Data, Setting=SUPERVISED, #Param=66M2022.0287.24
ViT-Lite-4/2# Params=0.474 M2021.0487
CVT-2/2# Params=0.276 M2021.0486.99
ViT-Lite-6/2# Params=3.313 M2021.0486.96
CVT-4/2# Params=0.474 M2021.0486.96
CVT-6/1# Params=3.237 M2021.0486.78
CVT-4/4# Params=0.551 M2021.0486.77
ViT-Lite-4/4# Params=0.551 M2021.0486.71
CVT-6/2# Params=3.313 M2021.0486.61
ViT-Lite-6/4# Params=3.467 M2021.0486.42
CVT-2/4# Params=0.353 M2021.0486.39
ViT-Lite-2/4# Params=0.353 M2021.0486.17
CVT-6/4# Params=3.467 M2021.0486.13
Transformer-2# Params=1.086 M2021.0486.01
Transformer-4# Params=2.171 M2021.0485.98
Transformer-6# Params=4.337 M2021.0485.87
LSTMPLM=Gold Data, Setting=SUPERVISED, #Param=~7M2022.0284.6
ZeroGenPLM=GPT2-XL, TAM=DistilBERT, Setting=ZEROGEN, #Param=66M2022.0284.28
ZeroGenPLM=GPT2-Large, TAM=DistilBERT, Setting=ZEROGEN, #Param=66M2022.0283.56
GPT2-XLSetting=PROMPTING, #Param=1.5B2022.0280.64
GPT2-LargeSetting=PROMPTING, #Param=762M2022.0280.2
ZeroGenPLM=GPT2-XL, TAM=LSTM, Setting=ZEROGEN, #Param=~7M2022.0279.8
ZeroGenPLM=GPT2-Large, TAM=LSTM, Setting=ZEROGEN, #Param=~7M2022.0278.2
ZeroGenPLM=GPT2, TAM=DistilBERT, Setting=ZEROGEN, #Param=66M2022.0273.24
ZeroGenPLM=GPT2, TAM=LSTM, Setting=ZEROGEN, #Param=~7M2022.0269.6
GPT2Setting=PROMPTING, #Param=117M2022.0251.52