Text Classification on SST-2 (val)
89.68AccuracyDistilBERT
Evaluation results
| Method | Links | |
|---|---|---|
| DistilBERTPLM=Gold Data, Setting=SUPERVISED, #Param=66M2022.02 | 89.68 | |
| GPT2-XLSetting=PROMPTING, #Param=1.5B2022.02 | 89.22 | |
| GPT2-LargeSetting=PROMPTING, #Param=762M2022.02 | 87.84 | |
| ZeroGenPLM=GPT2-XL, TAM=DistilBERT, Setting=ZEROGEN, #Param=66M2022.02 | 87.27 | |
| ZeroGenPLM=GPT2-Large, TAM=DistilBERT, Setting=ZEROGEN, #Param=66M2022.02 | 85.44 | |
| ZeroGenPLM=GPT2, TAM=DistilBERT, Setting=ZEROGEN, #Param=66M2022.02 | 80.39 | |
| ZeroGenPLM=GPT2-XL, TAM=LSTM, Setting=ZEROGEN, #Param=~7M2022.02 | 78.4 | |
| LSTMPLM=Gold Data, Setting=SUPERVISED, #Param=~7M2022.02 | 76.3 | |
| ZeroGenPLM=GPT2-Large, TAM=LSTM, Setting=ZEROGEN, #Param=~7M2022.02 | 75.1 | |
| ZeroGenPLM=GPT2, TAM=LSTM, Setting=ZEROGEN, #Param=~7M2022.02 | 70.4 | |
| GPT2Setting=PROMPTING, #Param=117M2022.02 | 52.52 |