Benchmark results
Compare methods within matched suites. Recovery denotes the finite scoring rule only; safety, ethical adequacy, causal superiority and generalization remain unestablished.
No novelty claim. Counts are synthetic benchmark outcomes under stipulated evaluator choices, not independent validation.
Benchmark CSV · Every case · Tested perturbations
| Benchmark | Method | Cases | Recovered at end | Cases without violations | Total violations |
|---|---|---|---|---|---|
| First pilot | consensus | 30 | 14 | 19 | 24048 |
| First pilot | fixed | 30 | 20 | 22 | 3086 |
| First pilot | fixed_fast | 30 | 23 | 20 | 3494 |
| First pilot | adaptive | 30 | 23 | 20 | 3494 |
| Evidence-sharing pilot | consensus | 40 | 24 | 29 | 24048 |
| Evidence-sharing pilot | fixed | 40 | 30 | 32 | 3083 |
| Evidence-sharing pilot | fixed_fast | 40 | 33 | 30 | 3490 |
| Evidence-sharing pilot | adaptive | 40 | 33 | 30 | 3492 |
| Evidence-sharing pilot | evidence_fixed | 40 | 36 | 30 | 7121 |
| Evidence-sharing pilot | evidence_adaptive | 40 | 36 | 30 | 7127 |
| Verification pilot | consensus | 40 | 24 | 29 | 24048 |
| Verification pilot | fixed | 40 | 30 | 32 | 3083 |
| Verification pilot | fixed_fast | 40 | 33 | 30 | 3490 |
| Verification pilot | adaptive | 40 | 33 | 30 | 3492 |
| Verification pilot | evidence_fixed | 40 | 36 | 30 | 7121 |
| Verification pilot | evidence_adaptive | 40 | 36 | 30 | 7127 |
| Verification pilot | guarded_fixed | 40 | 36 | 32 | 1998 |
| Verification pilot | guarded_adaptive | 40 | 36 | 32 | 1998 |
| Development comparison | fixed_fast | 624 | 411 | 401 | 784080 |
| Development comparison | evidence_fixed | 624 | 576 | 474 | 326952 |
| Development comparison | guarded_fixed | 624 | 576 | 490 | 172498 |
| Development comparison | guarded_adaptive | 624 | 576 | 490 | 172498 |
| Development comparison | verified_copy | 624 | 576 | 490 | 172498 |
| Persistent extreme attacks | evidence_fixed | 144 | 24 | 82 | 423526 |
| Persistent extreme attacks | guarded_fixed | 144 | 50 | 98 | 266760 |
| Persistent extreme attacks | guarded_adaptive | 144 | 50 | 98 | 266760 |
| Persistent extreme attacks | verified_copy | 144 | 50 | 98 | 266760 |
| Initial unseen-case evaluation | fixed_fast | 48 | 14 | 11 | 228075 |
| Initial unseen-case evaluation | guarded_fixed | 48 | 36 | 28 | 43253 |
| Initial unseen-case evaluation | guarded_adaptive | 48 | 36 | 28 | 42993 |
| Initial unseen-case evaluation | verified_copy | 48 | 36 | 28 | 43253 |
| Communication-cost diagnostic | guarded_fixed | 12 | 12 | 7 | 21412 |
| Communication-cost diagnostic | verified_copy | 12 | 12 | 7 | 21412 |
| Communication-cost diagnostic | guarded_fixed | 12 | 12 | 7 | 21211 |
| Communication-cost diagnostic | verified_copy | 12 | 12 | 7 | 21211 |
| Communication-cost diagnostic | guarded_fixed | 12 | 12 | 7 | 20809 |
| Communication-cost diagnostic | verified_copy | 12 | 12 | 7 | 20809 |
| Communication-cost diagnostic | guarded_fixed | 12 | 4 | 7 | 19201 |
| Communication-cost diagnostic | verified_copy | 12 | 4 | 7 | 19201 |
| Post-freeze internal cases | fixed_fast | 48 | 11 | 10 | 290616 |
| Post-freeze internal cases | guarded_fixed | 48 | 48 | 28 | 54109 |
| Post-freeze internal cases | guarded_adaptive | 48 | 48 | 28 | 53843 |
| Post-freeze internal cases | verified_copy | 48 | 48 | 28 | 54109 |