Text Classification on Emotion (test)
79.9AccuracyFC-Encoder (GCN)
Evaluation Results
| Method | Links | |
|---|---|---|
| FC-Encoder (GCN)Base Model=Gemma2-2B2026.03 | 79.9 | |
| FC-Encoder (GIN)Base Model=Gemma2-2B2026.03 | 79.55 | |
| Set-EncoderBase Model=Gemma2-2B2026.03 | 78.77 | |
| FC-Encoder (GCN)Base Model=Pythia-410m2026.03 | 75.61 | |
| Cayley-Encoder (GIN)Base Model=Pythia-410m2026.03 | 73.83 | |
| Cayley-Encoder (GCN)Base Model=Llama3-8B2026.03 | 73.43 | |
| FC-Encoder (GIN)Base Model=Pythia-410m2026.03 | 73.36 | |
| FC-Encoder (GIN)Base Model=Llama3-8B2026.03 | 71.64 | |
| Cayley-Encoder (GIN)Base Model=Llama3-8B2026.03 | 71.58 | |
| Set-EncoderBase Model=Llama3-8B2026.03 | 71.04 | |
| FC-Encoder (GCN)Base Model=Llama3-8B2026.03 | 71.03 | |
| Cayley-Encoder (GCN)Base Model=Gemma2-2B2026.03 | 69.6 | |
| Cayley-Encoder (GIN)Base Model=Gemma2-2B2026.03 | 68.38 | |
| MLP Last LayerBase Model=Llama3-8B2026.03 | 67.67 | |
| DWATTBase Model=Llama3-8B2026.03 | 66.55 | |
| Cayley-Encoder (GCN)Base Model=Pythia-410m2026.03 | 66.4 | |
| DWATTBase Model=Gemma2-2B2026.03 | 61.22 | |
| MLP Last LayerBase Model=Gemma2-2B2026.03 | 59.05 | |
| DWATTBase Model=Pythia-410m2026.03 | 58.6 | |
| T-few 3Bsamples per class=82022.10 | 57.4 | |
| Ensemble of SetFit + OCDsamples per class=82022.10 | 50.5 | |
| SetFit + OCDsamples per class=82022.10 | 50.2 | |
| Mean of 5 OCD instancessamples per class=82022.10 | 50.2 | |
| SetFitsamples per class=82022.10 | 48.8 | |
| Set-EncoderBase Model=Pythia-410m2026.03 | 47.89 | |
| Best Single LayerBase Model=Llama3-8B2026.03 | 38.42 | |
| Best Single LayerBase Model=Pythia-410m2026.03 | 35.02 | |
| Last LayerBase Model=Llama3-8B2026.03 | 34.23 | |
| MLP Last LayerBase Model=Pythia-410m2026.03 | 33.99 | |
| Last LayerBase Model=Pythia-410m2026.03 | 33.48 | |
| Best Single LayerBase Model=Gemma2-2B2026.03 | 31.27 | |
| MLP Best LayerBase Model=Gemma2-2B2026.03 | 30.26 | |
| WeightedBase Model=Gemma2-2B2026.03 | 29.94 | |
| WeightedBase Model=Pythia-410m2026.03 | 28.26 | |
| WeightedBase Model=Llama3-8B2026.03 | 27.94 | |
| Last LayerBase Model=Gemma2-2B2026.03 | 26.89 | |
| MLP Best LayerBase Model=Pythia-410m2026.03 | 25.41 | |
| MLP Best LayerBase Model=Llama3-8B2026.03 | 21.17 |