Linguistic Acceptability Classification on CoLA
85Utility AccuracyDP-SGD
Evaluation Results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| DP-SGDTarget LLM=Llama 3.2-1B2026.06 | 85 | 53 | 50.3 | 41.8 | 32.1 | 41.8 | 32.3 | 19.6 | 17.3 | |
| MIXGUARDTarget LLM=Qwen3-1.7B2026.06 | 84.6 | 13.5 | 12.8 | 24 | 19.3 | 25.1 | 19.6 | 9.2 | 8.1 | |
| DP-SGDTarget LLM=Qwen3-1.7B2026.06 | 84.5 | 57.3 | 57.5 | 47.6 | 42.9 | 48 | 43.3 | 11.8 | 15.4 | |
| Non-splitTarget LLM=Llama 3.2-1B2026.06 | 84.5 | 54.8 | 53.4 | 43 | 32.8 | 43.3 | 32.7 | 19.3 | 18.3 | |
| MIXGUARDTarget LLM=Llama 3.2-1B2026.06 | 83.9 | 1.9 | 1.6 | 18.3 | 11.3 | 17 | 10.9 | 12.7 | 7.8 | |
| Non-splitTarget LLM=Qwen3-1.7B2026.06 | 83.8 | 62.2 | 58.5 | 45.2 | 42.6 | 48.4 | 43.6 | 11.6 | 15.5 | |
| DP-forwardTarget LLM=Llama 3.2-1B2026.06 | 83.8 | 53 | 50.4 | 46.1 | 41 | 46.5 | 41.5 | 28.2 | 20.4 | |
| DP-forwardTarget LLM=Qwen3-1.7B2026.06 | 78.6 | 39.2 | 35.9 | 38.7 | 38 | 37.5 | 36.5 | 15 | 13.7 | |
| Naive MixTarget LLM=Llama 3.2-1B2026.06 | 74.2 | 33.9 | 38.2 | 40.9 | 33.2 | 41.4 | 34.2 | 21.2 | 19.4 | |
| SnDTarget LLM=Llama 3.2-1B2026.06 | 69.1 | 23.9 | 16.7 | 48.1 | 46.3 | 48.3 | 46.3 | 24.2 | 24.3 | |
| Naive MixTarget LLM=Qwen3-1.7B2026.06 | 49.8 | 45.6 | 41.5 | 39 | 34.5 | 38.8 | 34.4 | 7.6 | 7.3 | |
| SnDTarget LLM=Qwen3-1.7B2026.06 | 30.9 | 60.4 | 56.3 | 26.9 | 23.3 | 26.6 | 22.9 | 11.2 | 8.1 |