Topical Text Steering on TinyStories
31.5Average Target ScoreGPT-4.1-mini
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| GPT-4.1-mini2026.05 | 31.5 | 100 | 27.1 | 0.082 | 2.852 | |
| Static biasα=2.02026.05 | 19.2 | 81.9 | 24.8 | 0.169 | 0.706 | |
| SPDDslack_mode=accumulated slack, η=2.0, backbone=LLaDA-8B2026.05 | 11 | 92.1 | 25.3 | 0.175 | 0.42 | |
| CDDτ=0.52026.05 | 8.1 | 38 | 24.6 | 0.318 | 0.221 | |
| Unconstrained2026.05 | 0.3 | 0.5 | 24.7 | 0.187 | 0 | |
| D-CBGγ=52026.05 | 0.1 | 0 | 25.2 | 0.336 | 0.127 |