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ResearchFormerly WizWand

Sentiment Classification on SST-2 (32 samples)

94.4AccuracyUnified PPT
69.54475.99782.4588.903Sep 9, 2021
Updated 8mo ago

Evaluation results

MethodLinks
Unified PPTModel Backbone=T5-XXL, Tuning Strategy=Prompt Tuning, Parameters=410K2021.0994.4
Hybrid PPTModel Backbone=T5-XXL, Tuning Strategy=Prompt Tuning, Parameters=410K2021.0993.8
PPTModel Backbone=T5-XXL, Tuning Strategy=Prompt Tuning, Parameters=410K2021.0993.5
T5-XXLTuning Strategy=Full-model Tuning, Parameters=~11B2021.0991.4
T5-XLTuning Strategy=Full-model Tuning, Parameters=~11B2021.0989.6
T5-LargeTuning Strategy=Full-model Tuning, Parameters=~11B2021.0989.1
Hybrid PTModel Backbone=T5-XXL, Tuning Strategy=Prompt Tuning, Parameters=410K2021.0987.6
LM AdaptionModel Backbone=T5-XXL, Tuning Strategy=Prompt Tuning, Parameters=410K2021.0977.6
T5-BaseTuning Strategy=Full-model Tuning, Parameters=~11B2021.0974.6
T5-SmallTuning Strategy=Full-model Tuning, Parameters=~11B2021.0972.8
Vanilla PTModel Backbone=T5-XXL, Tuning Strategy=Prompt Tuning, Parameters=410K2021.0970.5