Decensoring efficiency · leaderboard
Families on the frontier
One row per model family. Every family is benched against its own stock anchor on the same fixture set, so rows are comparable within a family and honest across them. Open a family for the full (method × precision) matrix and its quantization tax.
Families
1 published · more land with each run cycle| Family | Anchor | Variants | Frontier best | Reduction | Drift | Tool | |
|---|---|---|---|---|---|---|---|
| Qwen3.6-35B-A3B | qwen3.6-35b-a3b @ BF16 | 5 + anchor | exotic @ BF16 | −87.2% | 0.038 KL | 97.5% | board → |
“Frontier best” = the Pareto-efficient variant with the highest refusal reduction at the lowest drift, within its family.