Emotion Classification on GoEmotions Ekman taxonomy mapping (test)
46.15Anger ScoreRoBERTa
Evaluation Results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| RoBERTaEvaluation=fine-tuned2026.05 | 46.15 | 39.43 | 49.69 | 76.36 | 40 | 36.84 | 48.05 | |
| RoBERTa-GNNFusion Mechanism=Gated fusion2026.05 | 42.85 | 45.36 | 48.66 | 73.08 | 41.86 | 37.58 | 48.23 | |
| BERT-GNNFusion Mechanism=Concatenation fusion2026.05 | 35.48 | 40.86 | 52.98 | 74.2 | 18.18 | 41.81 | 43.92 | |
| GPT-5Evaluation Mode=zero-shot2026.05 | 35.16 | 6.41 | 24.88 | 67.63 | 24 | 22.22 | 30.05 | |
| GPT-5-MINIEvaluation Mode=zero-shot2026.05 | 35.08 | 3.14 | 27.64 | 68.64 | 30.76 | 18.34 | 30.6 | |
| BERTEvaluation=fine-tuned2026.05 | 34.48 | 35.43 | 43.18 | 66.51 | 27.69 | 37.63 | 40.82 | |
| Qwen-3.5-35BEvaluation Mode=zero-shot2026.05 | 33.34 | 2.98 | 30.97 | 67.26 | 22.85 | 24.63 | 30.34 |