4-dimensional binary personality classification on PANDORA
69.04Macro-F1ROME
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| ROMEBackbone=BERT-base-uncased2025.12 | 69.04 | 49.05 | 93.62 | 72.31 | 61.12 | |
| PerDet-R12026.01 | 66.1 | — | — | — | — | |
| ETM2026.01 | 65.77 | — | — | — | — | |
| ETMBackbone=Meta-Llama-3-8B-Instruct2025.12 | 65.77 | 68.57 | 64.91 | 66.07 | 63.53 | |
| TAE2026.01 | 63.05 | — | — | — | — | |
| TAE2025.12 | 63.05 | 62.57 | 61.01 | 69.28 | 59.34 | |
| D-DGCN2025.12 | 62.01 | 61.55 | 55.46 | 71.07 | 59.96 | |
| D-DGCN2026.01 | 61.4 | — | — | — | — | |
| D-DGCN+L02025.12 | 61.4 | 59.98 | 55.52 | 70.53 | 59.56 | |
| Qwen-plus2026.01 | 61.34 | — | — | — | — | |
| Transformer-MD2025.12 | 61.05 | 55.26 | 58.77 | 69.26 | 60.9 | |
| PsyCoT2026.01 | 60.81 | — | — | — | — | |
| ChatGPT2026.01 | 60.08 | — | — | — | — | |
| TrigNet2025.12 | 58.98 | 56.69 | 55.57 | 66.38 | 57.27 | |
| AttnSeq2025.12 | 56.88 | 56.98 | 54.78 | 60.95 | 54.81 | |
| AttRCNN2025.12 | 56.6 | 48.55 | 56.19 | 64.39 | 57.26 | |
| BERTAggregation Strategy=mean2026.01 | 56.52 | — | — | — | — | |
| BERTmean2025.12 | 56.52 | 56.6 | 48.71 | 64.7 | 56.07 | |
| BiLSTM2025.12 | 54.93 | 48.01 | 52.01 | 63.48 | 56.21 | |
| BERTAggregation Strategy=concat2026.01 | 53.91 | — | — | — | — | |
| BERTconcat2025.12 | 53.91 | 54.22 | 49.15 | 58.31 | 53.14 | |
| XGBoost2025.12 | 53.5 | 45.99 | 48.93 | 63.51 | 55.55 | |
| SVM2026.01 | 53.15 | — | — | — | — |