Language Steering on Tatoeba
50.3Performance (es)LangFIR
Evaluation Results
| Method | Links | |||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| LangFIRModel=Gemma 3 4B2026.04 | 50.3 | 46 | 35.5 | 45.9 | 10.3 | 46.1 | 20.7 | 20.7 | 10.5 | 10.1 | 2.6 | 38 | 28 | |
| LangFIRModel=Llama 3.1 8B2026.04 | 49.1 | 39 | 31.5 | 30.3 | 17.6 | 1 | 0.8 | 18.8 | 0 | 0 | 0 | 0 | 23.5 | |
| LDAModel=Llama 3.1 8B2026.04 | 49 | 38.9 | 34.7 | 42.1 | 21.6 | 36.7 | 22.9 | 14.7 | 10.3 | 3.9 | 12.9 | 26.3 | 26.2 | |
| Gated-DMModel=Llama 3.1 8B2026.04 | 41.3 | 33.9 | 29.8 | 34.6 | 12.8 | 38.1 | 18.5 | 6.6 | 6.7 | 1.4 | 17.8 | 24.6 | 22.2 | |
| LDAModel=Gemma 3 4B2026.04 | 40.3 | 26.2 | 22.2 | 14.4 | 9 | 9.3 | 9 | 0.2 | 0.6 | 0.6 | 3.8 | 0.9 | 11.4 | |
| DiffMeanModel=Llama 3.1 8B2026.04 | 40.1 | 38.9 | 25.2 | 31.8 | 12 | 35.3 | 19.4 | 8.4 | 6.3 | 2.8 | 20.5 | 28.2 | 22.4 | |
| DiffMeanModel=Gemma 3 4B2026.04 | 36.6 | 43.7 | 32.2 | 41.5 | 14.3 | 38.2 | 26.4 | 15.4 | 10.3 | 7.5 | 3.1 | 29.8 | 24.9 | |
| SAE-DMModel=Gemma 3 4B2026.04 | 35 | 38.7 | 31 | 40.8 | 12.8 | 31.7 | 31.2 | 13.4 | 9.9 | 12.3 | 0 | 31.5 | 24 | |
| DiffMeanModel=Gemma 3 1B2026.04 | 33.9 | 34 | 24 | 16.1 | 23.5 | 37.4 | 17.9 | 0.7 | 0.1 | 7.5 | 9.1 | 5.2 | 17.4 | |
| SAE-DMModel=Gemma 3 1B2026.04 | 32 | 31.3 | 24.2 | 12.8 | 22.2 | 35.8 | 18.9 | 0.7 | 0 | 2 | 8.1 | 4.8 | 17.5 | |
| Gated-DMModel=Gemma 3 1B2026.04 | 28.6 | 9.8 | 19.1 | 9.2 | 13 | 15.9 | 16 | 2.3 | 0.6 | 3.8 | 0.3 | 6.5 | 10.4 | |
| LangFIRModel=Gemma 3 1B2026.04 | 27.7 | 35.5 | 24.7 | 14.9 | 21.4 | 0.3 | 20.2 | 6.2 | 3.3 | 7.8 | 0.1 | 23 | 15.4 | |
| Gated-DMModel=Gemma 3 4B2026.04 | 27.3 | 13.9 | 8.4 | 9.7 | 4.8 | 9.3 | 4.3 | 0.5 | 2.6 | 3.4 | 5.2 | 2.1 | 7.6 | |
| No SteeringModel=Gemma 3 4B2026.04 | 19.9 | 6.4 | 0.4 | 0.6 | 0 | 0.7 | 1 | 0 | 0 | 0 | 2.7 | 0 | 2.6 | |
| Zhong (Para)Model=Gemma 3 1B2026.04 | 19.2 | 20.9 | 15.4 | 11.4 | 14.1 | 24.7 | 12.5 | 1.1 | 1.6 | 1.1 | 2.3 | 17.7 | 11.8 | |
| PCAModel=Gemma 3 4B2026.04 | 17.4 | 6.5 | 1 | 0.8 | 0 | 0.7 | 1 | 0 | 0 | 0 | 2.4 | 0 | 4.2 | |
| Zhong (Para)Model=Llama 3.1 8B2026.04 | 16.9 | 18.9 | 7.6 | 8.9 | 0.3 | 18.2 | 0.9 | 5.8 | 0.4 | 0 | 0.2 | 27.4 | 9.6 | |
| Zhong (Mono)Model=Llama 3.1 8B2026.04 | 13.7 | 24.1 | 0.8 | 11.3 | 0.3 | 21 | 0.8 | 7.9 | 0.6 | 0 | 0.6 | 28 | 9.9 | |
| SAE-DMModel=Llama 3.1 8B2026.04 | 13 | 15.9 | 4 | 3.1 | 0.7 | 9.3 | 0.9 | 1.2 | 0.6 | 0 | 4.2 | 1.7 | 5 | |
| Zhong (Para)Model=Gemma 3 4B2026.04 | 11.6 | 26.4 | 17.2 | 3.2 | 19.2 | 30.1 | 8.6 | 7 | 5.4 | 6.1 | 5.8 | 17.3 | 13.2 | |
| Zhong (Mono)Model=Gemma 3 4B2026.04 | 10.3 | 6.8 | 11.9 | 8.4 | 9.6 | 16 | 5.8 | 2.5 | 4.7 | 1.5 | 7.1 | 9.3 | 7.8 | |
| PCAModel=Llama 3.1 8B2026.04 | 6.4 | 8.2 | 0.8 | 1.5 | 0 | 5.4 | 0.8 | 0.9 | 0.1 | 0 | 1.4 | 0 | 2.8 | |
| LDAModel=Gemma 3 1B2026.04 | 5 | 12.6 | 13 | 1.4 | 0.7 | 3.4 | 0.6 | 0 | 0 | 0 | 0 | 0.6 | 4.7 | |
| No SteeringModel=Llama 3.1 8B2026.04 | 2.9 | 4.7 | 0.1 | 0.2 | 0 | 2 | 0.8 | 0.2 | 0.1 | 0 | 1.2 | 0 | 1 | |
| Zhong (Mono)Model=Gemma 3 1B2026.04 | 1.7 | 3.4 | 8.6 | 5.1 | 1.1 | 5.3 | 5.4 | 0.5 | 0.1 | 0.2 | 1.1 | 5.1 | 3.1 | |
| PCAModel=Gemma 3 1B2026.04 | 0.1 | 0.8 | 6.8 | 0 | 0 | 0 | 0.6 | 0 | 0 | 0 | 0 | 0 | 2.1 | |
| No SteeringModel=Gemma 3 1B2026.04 | 0 | 1 | 5.4 | 0 | 0 | 0 | 0.7 | 0 | 0 | 0 | 0 | 0 | 0.6 |