Personality Detection on Kaggle (4-dimensional binary scores)
90.12I/E ScoreROME
Evaluation Results
| Method | Links | |||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| ROMEBackbone=BERT-base-uncased2025.12 | 90.12 | 95.04 | 96.99 | 76.95 | 89.78 | — | — | — | — | — | — | — | — | — | — | — | — | |
| TAE2025.12 | 70.9 | 66.21 | 81.17 | 70.2 | 72.07 | — | — | — | — | — | — | — | — | — | — | — | — | |
| TrigNet2025.12 | 69.54 | 67.17 | 79.06 | 67.69 | 70.86 | — | — | — | — | — | — | — | — | — | — | — | — | |
| D-DGCN+L02025.12 | 69.52 | 67.19 | 80.53 | 68.16 | 71.35 | — | — | — | — | — | — | — | — | — | — | — | — | |
| ETMBackbone=Meta-Llama-3-8B-Instruct2025.12 | 68.97 | 71.21 | 86.19 | 84.78 | 77.79 | — | — | — | — | — | — | — | — | — | — | — | — | |
| D-DGCN2025.12 | 68.41 | 65.66 | 79.56 | 67.22 | 70.21 | — | — | — | — | — | — | — | — | — | — | — | — | |
| Transformer-MD2025.12 | 66.08 | 69.1 | 79.19 | 67.5 | 70.47 | — | — | — | — | — | — | — | — | — | — | — | — | |
| AttnSeq2025.12 | 65.43 | 62.15 | 78.05 | 63.92 | 67.39 | — | — | — | — | — | — | — | — | — | — | — | — | |
| BERTmean2025.12 | 64.05 | 57.82 | 77.06 | 65.25 | 66.04 | — | — | — | — | — | — | — | — | — | — | — | — | |
| AttRCNN2025.12 | 59.74 | 64.08 | 78.77 | 66.44 | 67.25 | — | — | — | — | — | — | — | — | — | — | — | — | |
| BERTconcat2025.12 | 58.33 | 53.88 | 69.36 | 60.88 | 60.61 | — | — | — | — | — | — | — | — | — | — | — | — | |
| BiLSTM2025.12 | 57.82 | 57.87 | 69.97 | 57.01 | 60.67 | — | — | — | — | — | — | — | — | — | — | — | — | |
| XGBoost2025.12 | 56.67 | 52.85 | 75.42 | 65.94 | 62.72 | — | — | — | — | — | — | — | — | — | — | — | — | |
| BERT MLP2025.12 | — | — | — | — | — | — | — | 68.4 | — | — | 64.4 | — | — | 78.3 | — | — | 74.4 | |
| CoT with Emotion2025.12 | — | — | — | — | — | — | 90.59 | 91.01 | — | 82.12 | 81.34 | — | 86.63 | 87.1 | — | 89.15 | 89.17 | |
| DGCN2025.12 | — | — | — | — | — | — | 67.19 | — | — | 68.16 | — | — | 69.52 | — | — | 80.53 | — | |
| MD-Transformer2025.12 | — | — | — | — | — | — | 69.1 | — | — | 79.19 | — | — | 66.08 | — | — | 79.19 | — | |
| PICEPRPipeline=Contents2025.12 | — | — | — | — | — | 88.58 | 95.69 | 92.68 | 81.58 | 77.79 | 81.9 | 85.79 | 75.96 | 88.07 | 90.39 | 90.91 | 90.32 | |
| PICEPRPipeline=Embeddings2025.12 | — | — | — | — | — | 87.31 | 92.73 | 88.07 | 85.63 | 82.54 | 85.76 | 88.75 | 78.17 | 88.47 | 92.76 | 93.33 | 92.8 | |
| TAE2025.12 | — | — | — | — | — | — | 81.17 | — | — | 70.2 | — | — | 70.9 | — | — | 66.21 | — | |
| TrigNet2025.12 | — | — | — | — | — | — | 67.17 | — | — | 67.69 | — | — | 69.54 | — | — | 79.06 | — |