Emotion Classification on Emotion Classification In-domain (test)
54.32F1 ScoreDomain-Specific
Evaluation results
| Method | Links | |
|---|---|---|
| Domain-SpecificArchitecture Type=Decoder-only, Backbone=MiniCPM2024.06 | 54.32 | |
| Domain-SpecificArchitecture Type=Encoder-only, Backbone=DeBERTa-large2024.06 | 52.81 | |
| MTLArchitecture Type=Decoder-only, Backbone=MiniCPM2024.06 | 52.14 | |
| MTLArchitecture Type=Encoder-only, Backbone=DeBERTa-large2024.06 | 51.77 | |
| Domain-SpecificArchitecture Type=Encoder-only, Backbone=RoBERTa-base2024.06 | 51.38 | |
| Domain-SpecificArchitecture Type=Encoder-Decoder, Backbone=T5-base2024.06 | 49.31 | |
| MTLArchitecture Type=Encoder-Decoder, Backbone=T5-base2024.06 | 48.98 | |
| TIES_EvolverModel=MiniCPM2024.06 | 48.83 | |
| Domain-SpecificArchitecture Type=Encoder-only, Backbone=DistilBERT-base2024.06 | 48.79 | |
| TIES_EvolverModel=T5-base2024.06 | 47.92 | |
| MTLArchitecture Type=Encoder-only, Backbone=RoBERTa-base2024.06 | 47.73 | |
| Domain-SpecificArchitecture Type=Decoder-only, Backbone=GPT22024.06 | 47.62 | |
| TIESModel=MiniCPM2024.06 | 47.02 | |
| TIES_EvolverModel=RoBERTa-base2024.06 | 46.89 | |
| TIES_EvolverModel=DeBERT-large2024.06 | 46.78 | |
| TIESModel=T5-base2024.06 | 46.35 | |
| TIES_EvolverArchitecture Type=Decoder-only, Backbone=MiniCPM2024.06 | 46.24 | |
| TIESModel=DeBERT-large2024.06 | 45.87 | |
| TIESArchitecture Type=Decoder-only, Backbone=MiniCPM2024.06 | 45.81 | |
| TIESModel=RoBERTa-base2024.06 | 45.56 | |
| MTLArchitecture Type=Encoder-only, Backbone=DistilBERT-base2024.06 | 45.23 | |
| EvolverArchitecture Type=Decoder-only, Backbone=MiniCPM2024.06 | 44.76 | |
| MTLArchitecture Type=Decoder-only, Backbone=GPT22024.06 | 44.31 | |
| TIES_EvolverModel=DistilBERT-base2024.06 | 43.22 | |
| TIES_EvolverArchitecture Type=Encoder-Decoder, Backbone=T5-base2024.06 | 43.16 | |
| EvolverModel=MiniCPM2024.06 | 42.71 | |
| TIES_EvolverModel=GPT22024.06 | 42.62 | |
| SimpleArchitecture Type=Decoder-only, Backbone=MiniCPM2024.06 | 42.44 | |
| TIESModel=DistilBERT-base2024.06 | 42.09 | |
| TIESModel=GPT22024.06 | 41.85 | |
| RegMean_EvolverArchitecture Type=Encoder-Decoder, Backbone=T5-base2024.06 | 41.83 | |
| TIES_EvolverArchitecture Type=Encoder-only, Backbone=RoBERTa-base, Head Initialization Strategy=Same2024.06 | 41.33 | |
| EvolverArchitecture Type=Encoder-Decoder, Backbone=T5-base2024.06 | 41.25 | |
| TIESArchitecture Type=Encoder-Decoder, Backbone=T5-base2024.06 | 41.24 | |
| TIES_EvolverArchitecture Type=Encoder-only, Backbone=DeBERTa-large, Head Initialization Strategy=Same2024.06 | 40.61 | |
| Fisher_EvolverArchitecture Type=Encoder-Decoder, Backbone=T5-base2024.06 | 40.36 | |
| RegMeanArchitecture Type=Encoder-Decoder, Backbone=T5-base2024.06 | 40.24 | |
| SimpleModel=MiniCPM2024.06 | 40.22 | |
| EvolverModel=T5-base2024.06 | 40.21 | |
| RegMean_EvolverArchitecture Type=Encoder-only, Backbone=RoBERTa-base, Head Initialization Strategy=Same2024.06 | 39.87 | |
| TIESArchitecture Type=Encoder-only, Backbone=RoBERTa-base, Head Initialization Strategy=Same2024.06 | 39.66 | |
| RegMean_EvolverArchitecture Type=Encoder-only, Backbone=DeBERTa-large, Head Initialization Strategy=Same2024.06 | 39.58 | |
| SimpleArchitecture Type=Encoder-Decoder, Backbone=T5-base2024.06 | 39.47 | |
| EvolverModel=DeBERT-large2024.06 | 39.46 | |
| TIESArchitecture Type=Encoder-only, Backbone=DeBERTa-large, Head Initialization Strategy=Same2024.06 | 39.22 | |
| EvolverModel=RoBERTa-base2024.06 | 39.13 | |
| FisherArchitecture Type=Encoder-Decoder, Backbone=T5-base2024.06 | 39.12 | |
| EvolverModel=DistilBERT-base2024.06 | 38.85 | |
| SimpleModel=T5-base2024.06 | 38.82 | |
| EnsembleArchitecture Type=Encoder-only, Backbone=RoBERTa-base, Head Initialization Strategy=Same2024.06 | 38.77 | |
| RegMeanArchitecture Type=Encoder-only, Backbone=RoBERTa-base, Head Initialization Strategy=Same2024.06 | 38.74 | |
| RegMeanArchitecture Type=Encoder-only, Backbone=DeBERTa-large, Head Initialization Strategy=Same2024.06 | 38.33 | |
| EvolverModel=GPT22024.06 | 38.25 | |
| SimpleModel=DeBERT-large2024.06 | 38.11 | |
| SimpleModel=RoBERTa-base2024.06 | 37.78 | |
| TIES_EvolverArchitecture Type=Encoder-only, Backbone=RoBERTa-base, Head Initialization Strategy=Diff2024.06 | 37.42 | |
| Greedy SoupArchitecture Type=Decoder-only, Backbone=MiniCPM2024.06 | 37.31 | |
| Best. f1..NArchitecture Type=Decoder-only, Backbone=MiniCPM2024.06 | 37.23 | |
| TIES_EvolverArchitecture Type=Encoder-only, Backbone=DistilBERT-base, Head Initialization Strategy=Same2024.06 | 37.12 | |
| EnsembleArchitecture Type=Decoder-only, Backbone=MiniCPM2024.06 | 37.05 | |
| SimpleModel=DistilBERT-base2024.06 | 36.76 | |
| SimpleModel=GPT22024.06 | 36.33 | |
| RegMean_EvolverArchitecture Type=Encoder-only, Backbone=DistilBERT-base, Head Initialization Strategy=Same2024.06 | 35.67 | |
| TIESArchitecture Type=Encoder-only, Backbone=DistilBERT-base, Head Initialization Strategy=Same2024.06 | 35.55 | |
| TIESArchitecture Type=Encoder-only, Backbone=RoBERTa-base, Head Initialization Strategy=Diff2024.06 | 35.32 | |
| Avg. f1..NArchitecture Type=Decoder-only, Backbone=MiniCPM2024.06 | 35.12 | |
| RegMean_EvolverArchitecture Type=Encoder-only, Backbone=RoBERTa-base, Head Initialization Strategy=Diff2024.06 | 34.28 | |
| Greedy SoupArchitecture Type=Encoder-Decoder, Backbone=T5-base2024.06 | 34.1 | |
| Best. f1..NArchitecture Type=Encoder-Decoder, Backbone=T5-base2024.06 | 34.08 | |
| EnsembleArchitecture Type=Encoder-Decoder, Backbone=T5-base2024.06 | 33.95 | |
| TIES_EvolverArchitecture Type=Decoder-only, Backbone=GPT22024.06 | 33.56 | |
| RegMeanArchitecture Type=Encoder-only, Backbone=DistilBERT-base, Head Initialization Strategy=Same2024.06 | 33.37 | |
| EvolverArchitecture Type=Encoder-only, Backbone=RoBERTa-base, Head Initialization Strategy=Same2024.06 | 33.27 | |
| RegMeanArchitecture Type=Encoder-only, Backbone=RoBERTa-base, Head Initialization Strategy=Diff2024.06 | 32.58 | |
| RegMean_EvolverArchitecture Type=Decoder-only, Backbone=GPT22024.06 | 32.26 | |
| TIESArchitecture Type=Decoder-only, Backbone=GPT22024.06 | 32.11 | |
| Avg. f1..NArchitecture Type=Encoder-Decoder, Backbone=T5-base2024.06 | 32.07 | |
| Best. f1..NArchitecture Type=Encoder-only, Backbone=DeBERTa-large2024.06 | 31.93 | |
| Greedy SoupArchitecture Type=Encoder-only, Backbone=DeBERTa-large2024.06 | 31.93 | |
| TIES_EvolverArchitecture Type=Encoder-only, Backbone=DistilBERT-base, Head Initialization Strategy=Diff2024.06 | 31.48 | |
| RegMean_EvolverArchitecture Type=Encoder-only, Backbone=DistilBERT-base, Head Initialization Strategy=Diff2024.06 | 31.11 | |
| Greedy SoupArchitecture Type=Encoder-only, Backbone=RoBERTa-base2024.06 | 30.34 | |
| RegMeanArchitecture Type=Decoder-only, Backbone=GPT22024.06 | 30.14 | |
| TIESArchitecture Type=Encoder-only, Backbone=DistilBERT-base, Head Initialization Strategy=Diff2024.06 | 30.14 | |
| Greedy SoupArchitecture Type=Encoder-only, Backbone=DistilBERT-base2024.06 | 30.11 | |
| EvolverArchitecture Type=Encoder-only, Backbone=RoBERTa-base, Head Initialization Strategy=Diff2024.06 | 30.04 | |
| Best. f1..NArchitecture Type=Encoder-only, Backbone=DistilBERT-base2024.06 | 29.91 | |
| EnsembleArchitecture Type=Encoder-only, Backbone=DeBERTa-large, Head Initialization Strategy=Same2024.06 | 29.88 | |
| Best. f1..NArchitecture Type=Encoder-only, Backbone=RoBERTa-base2024.06 | 29.27 | |
| EnsembleArchitecture Type=Encoder-only, Backbone=DeBERTa-large, Head Initialization Strategy=Diff2024.06 | 29.27 | |
| EvolverArchitecture Type=Encoder-only, Backbone=DistilBERT-base, Head Initialization Strategy=Same2024.06 | 28.95 | |
| Fisher_EvolverArchitecture Type=Encoder-only, Backbone=RoBERTa-base, Head Initialization Strategy=Same2024.06 | 28.41 | |
| RegMeanArchitecture Type=Encoder-only, Backbone=DistilBERT-base, Head Initialization Strategy=Diff2024.06 | 28.29 | |
| EnsembleArchitecture Type=Encoder-only, Backbone=RoBERTa-base, Head Initialization Strategy=Diff2024.06 | 27.73 | |
| Avg. f1..NArchitecture Type=Encoder-only, Backbone=DeBERTa-large2024.06 | 27.68 | |
| Fisher_EvolverArchitecture Type=Encoder-only, Backbone=DistilBERT-base, Head Initialization Strategy=Same2024.06 | 27.63 | |
| EnsembleArchitecture Type=Decoder-only, Backbone=GPT22024.06 | 26.82 | |
| Best. f1..NArchitecture Type=Decoder-only, Backbone=GPT22024.06 | 26.76 | |
| Greedy SoupArchitecture Type=Decoder-only, Backbone=GPT22024.06 | 26.76 | |
| EnsembleArchitecture Type=Encoder-only, Backbone=DistilBERT-base, Head Initialization Strategy=Same2024.06 | 26.51 |