Binary Classification on SST-2 (test)
94.63AccuracyClaHF
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| ClaHFBackbone=T52026.05 | 94.63 | 94.64 | 5.03 | |
| DP-GRAPEModel=OPT-6.7B, Few-shot=k = 1000, epsilon=62025.06 | 94.2 | — | — | |
| SFTBackbone=T52026.05 | 93.85 | 93.85 | 7.1 | |
| DP-AdamModel=OPT-2.7B, Few-shot=k = 1000, epsilon=62025.06 | 93.2 | — | — | |
| ClaHFBackbone=RoBERTa2026.05 | 93.19 | 93.19 | 6.4 | |
| DP-GRAPEModel=OPT-2.7B, Few-shot=k = 1000, epsilon=62025.06 | 93 | — | — | |
| MeZO (non-private)Model=OPT-6.7B, Few-shot=k = 1000, Privacy=non-private2025.06 | 93 | — | — | |
| DPZeroModel=OPT-6.7B, Few-shot=k = 1000, epsilon=62025.06 | 92.6 | — | — | |
| SFTBackbone=RoBERTa2026.05 | 92.57 | 92.57 | 8.24 | |
| DP-GRAPEModel=OPT-2.7B, Few-shot=k = 1000, epsilon=22025.06 | 92.5 | — | — | |
| DP-AdamModel=OPT-2.7B, Few-shot=k = 1000, epsilon=22025.06 | 92.4 | — | — | |
| MeZO (non-private)Model=OPT-2.7B, Few-shot=k = 1000, Privacy=non-private2025.06 | 91.9 | — | — | |
| DPZeroModel=OPT-2.7B, Few-shot=k = 1000, epsilon=62025.06 | 91.5 | — | — | |
| ClaHFBackbone=Qwen32026.05 | 91.47 | 91.47 | 7.09 | |
| DP-AdamModel=OPT-1.3B, Few-shot=k = 1000, epsilon=62025.06 | 91.2 | — | — | |
| DP-GRAPEModel=OPT-6.7B, Few-shot=k = 1000, epsilon=22025.06 | 91.2 | — | — | |
| ClaHFBackbone=OPT2026.05 | 90.99 | 90.99 | 6.24 | |
| DP-GRAPEModel=OPT-1.3B, Few-shot=k = 1000, epsilon=62025.06 | 90.8 | — | — | |
| DPZeroModel=OPT-6.7B, Few-shot=k = 1000, epsilon=22025.06 | 90.6 | — | — | |
| SFTBackbone=Qwen32026.05 | 90.57 | 90.57 | 8.22 | |
| SFTBackbone=OPT2026.05 | 90.52 | 90.51 | 8.76 | |
| DP-GRAPEModel=OPT-1.3B, Few-shot=k = 1000, epsilon=22025.06 | 90.5 | — | — | |
| DPZeroModel=OPT-2.7B, Few-shot=k = 1000, epsilon=22025.06 | 90.5 | — | — | |
| ClaHFBackbone=BERT2026.05 | 90.1 | 90.09 | 9.04 | |
| SFTBackbone=BERT2026.05 | 89.46 | 89.43 | 9.99 | |
| MeZO (non-private)Model=OPT-1.3B, Few-shot=k = 1000, Privacy=non-private2025.06 | 88.2 | — | — | |
| DPZeroModel=OPT-1.3B, Few-shot=k = 1000, epsilon=62025.06 | 88.2 | — | — | |
| DPZeroModel=OPT-1.3B, Few-shot=k = 1000, epsilon=22025.06 | 86.8 | — | — | |
| DP-AdamModel=OPT-1.3B, Few-shot=k = 1000, epsilon=22025.06 | 85.9 | — | — | |
| Zero-ShotModel=OPT-6.7B2025.06 | 61.2 | — | — | |
| Zero-ShotModel=OPT-2.7B2025.06 | 56.3 | — | — | |
| Zero-ShotModel=OPT-1.3B2025.06 | 53.6 | — | — |