Steered Language Generation on FLORES+
24Score (es)LDA
Evaluation results
| Method | Links | |||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| LDAbackbone=Llama 3.1 8B2026.04 | 24 | 37.3 | 26.3 | 20.7 | 12.4 | 19.4 | 17.2 | 6.3 | 4.4 | 4.6 | 10.9 | 12.9 | 16.4 | |
| LangFIRbackbone=Gemma 3 4B2026.04 | 23.9 | 36.7 | 24.7 | 20.3 | 35.9 | 24.3 | 36.3 | 1.3 | 0.3 | 10.2 | 27.2 | 11.3 | 21 | |
| LangFIRbackbone=Llama 3.1 8B2026.04 | 23.7 | 40 | 28.8 | 25.5 | 27.8 | 37.9 | 11.8 | 10.7 | 15.9 | 8 | 30.2 | 5.2 | 22.1 | |
| DiffMeanbackbone=Llama 3.1 8B2026.04 | 23.6 | 30 | 20.2 | 22.2 | 21.7 | 33.3 | 27.5 | 5.5 | 12 | 3.4 | 26.1 | 14.7 | 20 | |
| DiffMeanbackbone=Gemma 3 4B2026.04 | 22.6 | 35.2 | 20.3 | 20.7 | 26.5 | 31.4 | 24 | 9.6 | 12.1 | 8.2 | 4.9 | 10.7 | 18.8 | |
| SAE-DMbackbone=Gemma 3 4B2026.04 | 21.4 | 30.2 | 20.6 | 18.6 | 25.3 | 31.2 | 26.1 | 8.3 | 6.4 | 7.2 | 19.8 | 14.9 | 19.2 | |
| Gated-DMbackbone=Llama 3.1 8B2026.04 | 20.7 | 34.3 | 21.7 | 18.1 | 24.4 | 25.8 | 29.4 | 3.5 | 11.2 | 5 | 30.6 | 14 | 19.9 | |
| Gated-DMbackbone=Gemma 3 4B2026.04 | 20 | 22.5 | 19.6 | 13.6 | 22.2 | 25.8 | 25.5 | 8.6 | 8 | 9.8 | 9.1 | 8.2 | 16.1 | |
| LDAbackbone=Gemma 3 4B2026.04 | 18.2 | 25.8 | 21.9 | 15.1 | 21.1 | 27.7 | 25.6 | 0.7 | 4 | 0.6 | 8.5 | 6.2 | 14.6 | |
| DiffMeanbackbone=Gemma 3 1B2026.04 | 15.8 | 23.9 | 13.8 | 7 | 20.4 | 18.5 | 18.4 | 0 | 0.4 | 1.2 | 14.2 | 1.5 | 12.3 | |
| LangFIRbackbone=Gemma 3 1B2026.04 | 15.8 | 25.2 | 16.2 | 12.2 | 14.3 | 19.2 | 12.4 | 3.3 | 3.1 | 1.9 | 9.2 | 10.1 | 11.9 | |
| SAE-DMbackbone=Gemma 3 1B2026.04 | 14.4 | 23.6 | 13.8 | 5.9 | 18.6 | 17.9 | 18.4 | 0 | 0.4 | 1 | 14.3 | 1.4 | 11.8 | |
| Zhong (Para)backbone=Gemma 3 4B2026.04 | 14.1 | 14.7 | 19.1 | 9.1 | 15.1 | 17.4 | 4.9 | 2.8 | 7 | 3.9 | 10.1 | 10.4 | 10.7 | |
| Zhong (Mono)backbone=Gemma 3 4B2026.04 | 12.9 | 19.2 | 10 | 11.6 | 8.2 | 21.2 | 8.4 | 1.4 | 2.1 | 2.1 | 8.3 | 3.8 | 9.1 | |
| No Steeringbackbone=Gemma 3 4B2026.04 | 11 | 5.3 | 0.5 | 0.3 | 0.1 | 0 | 0 | 0 | 0 | 0 | 1.1 | 0 | 1.5 | |
| Gated-DMbackbone=Gemma 3 1B2026.04 | 10.4 | 10.1 | 10.2 | 5.5 | 12.1 | 11.8 | 16.5 | 0.5 | 0.3 | 2.2 | 9.9 | 5.6 | 7.9 | |
| PCAbackbone=Gemma 3 4B2026.04 | 10.2 | 9.4 | 0.7 | 1.3 | 0.6 | 0 | 0 | 0 | 0 | 0 | 1.5 | 0 | 3.9 | |
| Zhong (Para)backbone=Gemma 3 1B2026.04 | 7.4 | 10.2 | 9.1 | 6.4 | 7.3 | 15.9 | 9.4 | 0.3 | 1.4 | 0.6 | 4.2 | 4.7 | 6.4 | |
| SAE-DMbackbone=Llama 3.1 8B2026.04 | 4.8 | 5.6 | 0 | 0.7 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.3 | 2.3 | |
| Zhong (Para)backbone=Llama 3.1 8B2026.04 | 4.6 | 4.8 | 1.1 | 0.3 | 2 | 3.4 | 8.8 | 1.9 | 2.2 | 0.5 | 20.5 | 1.4 | 4.3 | |
| Zhong (Mono)backbone=Llama 3.1 8B2026.04 | 3.9 | 4 | 1 | 1.2 | 1.6 | 5.5 | 12.3 | 1.2 | 2.2 | 0.2 | 23.6 | 1.6 | 4.9 | |
| PCAbackbone=Llama 3.1 8B2026.04 | 3.2 | 2.7 | 0 | 0.2 | 0 | 0 | 0 | 0 | 0 | 0 | 0.6 | 0 | 1.7 | |
| No Steeringbackbone=Llama 3.1 8B2026.04 | 2.5 | 1.3 | 0.2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.2 | 0.1 | 0.4 | |
| Zhong (Mono)backbone=Gemma 3 1B2026.04 | 2.4 | 3.6 | 1.8 | 1.7 | 0.9 | 5.5 | 5.1 | 0.7 | 0.7 | 0.3 | 3 | 2.3 | 2.3 | |
| No Steeringbackbone=Gemma 3 1B2026.04 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | |
| PCAbackbone=Gemma 3 1B2026.04 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | |
| LDAbackbone=Gemma 3 1B2026.04 | 0 | 0.4 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.4 |