Emotion Classification on Emotion (Out-of-domain)
0.4286F1 ScoreTIES_Evolver
Evaluation results
| Method | Links | |
|---|---|---|
| TIES_EvolverModel Architecture=Decoder-only, Backbone=MiniCPM2024.06 | 0.4286 | |
| EvolverModel Architecture=Decoder-only, Backbone=MiniCPM2024.06 | 0.4248 | |
| TIESModel Architecture=Decoder-only, Backbone=MiniCPM2024.06 | 0.4135 | |
| EvolverModel Architecture=Encoder-Decoder, Backbone=T5-base2024.06 | 0.3926 | |
| Fisher_EvolverModel Architecture=Encoder-Decoder, Backbone=T5-base2024.06 | 0.3887 | |
| FisherModel Architecture=Encoder-Decoder, Backbone=T5-base2024.06 | 0.3772 | |
| Avg. f1..NModel Architecture=Decoder-only, Backbone=MiniCPM2024.06 | 0.3524 | |
| MTLModel Architecture=Encoder-only, Backbone=DeBERTa-large, Head Initialization=Same2024.06 | 0.3145 | |
| Avg. f1..NModel Architecture=Encoder-Decoder, Backbone=T5-base2024.06 | 0.3012 | |
| RegMean_EvolverModel Architecture=Encoder-only, Backbone=RoBERTa-base, Head Initialization=Same2024.06 | 0.2341 | |
| Avg. f1..NModel Architecture=Encoder-only, Backbone=DeBERTa-large, Head Initialization=Same2024.06 | 0.2117 | |
| RegMeanModel Architecture=Encoder-only, Backbone=RoBERTa-base, Head Initialization=Same2024.06 | 0.2109 | |
| Avg. f1..NModel Architecture=Encoder-only, Backbone=RoBERTa-base, Head Initialization=Same2024.06 | 0.2092 | |
| Avg. f1..NModel Architecture=Encoder-only, Backbone=DistilBERT-base, Head Initialization=Same2024.06 | 0.1969 | |
| EvolverModel Architecture=Encoder-only, Backbone=DistilBERT-base, Head Initialization=Same2024.06 | 0.1902 | |
| Avg. f1..NModel Architecture=Decoder-only, Backbone=GPT22024.06 | 0.1863 | |
| EvolverModel Architecture=Encoder-only, Backbone=DistilBERT-base, Head Initialization=Different2024.06 | 0.1842 | |
| EvolverModel Architecture=Encoder-only, Backbone=RoBERTa-base, Head Initialization=Same2024.06 | 0.1753 | |
| EvolverModel Architecture=Encoder-only, Backbone=RoBERTa-base, Head Initialization=Different2024.06 | 0.1716 | |
| EvolverModel Architecture=Decoder-only, Backbone=GPT22024.06 | 0.1587 | |
| EvolverModel Architecture=Encoder-only, Backbone=DeBERTa-large, Head Initialization=Same2024.06 | 0.1333 | |
| EvolverModel Architecture=Encoder-only, Backbone=DeBERTa-large, Head Initialization=Different2024.06 | 0.1278 |