Language Steering on Hindi (test)
0.85Delta MassNeural FOXP2 (full)
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Neural FOXP2 (full)Edits=FOXP2, Formula=Nℓt + Sℓt + W2026.02 | 0.85 | 0.69 | 0.68 | 0.88 | |
| Sparse-onlyEdits=N only, Configuration=use Nℓt, no low-rank S2026.02 | 0.54 | 0.46 | 0.5 | 0.49 | |
| Low-rank-onlyEdits=S only, Configuration=use S, dense over features2026.02 | 0.48 | 0.44 | 0.44 | 0.42 | |
| Prompt-onlyEdits=prompt, Mode=Answer in hi/es2026.02 | 0.32 | 0.24 | 0.28 | 0.29 | |
| Edit outside windowEdits=¬W, Constraint=ℓ ∉ W2026.02 | 0.21 | 0.16 | 0.18 | 0.17 | |
| Random feature editsEdits=rand-N, Configuration=|N|-matched2026.02 | 0.06 | 0.04 | 0.05 | 0.05 | |
| No editEdits=–2026.02 | 0 | 0 | 0 | 0 |