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npc-reason/prereg/PREREG.md
ModelHub XC 626c71c533 初始化项目,由ModelHub XC社区提供模型
Model: ramankrishna10/npc-reason
Source: Original Platform
2026-07-18 02:51:09 +08:00

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# NPC Reason — Pre-registration of lift criteria (FROZEN before any training)
Committed in Dispatch 1, before any SFT / distillation / RL exists. Same discipline as
BigBugAI v2: the success bars are fixed in advance so the eventual before/after delta means
something. These bars are deltas/targets chosen on principle; they do NOT depend on the
measured baseline values (recorded separately in `reports/baseline.md` / `BASELINE.lock`),
so there is no possibility of tuning the bars to the baseline.
The comparator for the primary bar is the base model's **FORMAT-PROMPT** number — the honest
question is "did training add something that prompting the base alone could not?", not
"did training beat a base that was never asked for the format?".
## Metrics (all from the frozen mechanical verifier, VERIFIER.lock)
- **verifiable-rate** — fraction of chains that are mechanically VERIFIABLE
(≥1 load-bearing `<<EXPR=RESULT>>` assertion, all assertions verify, final answer composes).
- **accuracy** — fraction whose final answer equals gold (independent of verifiable).
- **verified-and-correct** — fraction that are BOTH verifiable AND correct. This is the headline.
## Committed criteria
1. **Primary (lift).** SFT NPC Reason must raise **verified-and-correct** by
**≥ +15 percentage points absolute** over the base model's **format-prompt** verified-and-correct rate.
2. **Verifiable-rate target.** NPC Reason must reach **verifiable-rate ≥ 90%**. The project's
purpose is near-total mechanical grounding of load-bearing steps; a specialized model should
emit the checkable format almost always.
3. **Accuracy guard (no regression trade).** NPC Reason **accuracy** must not regress by more
than **5 percentage points** versus the base model's **format-prompt** accuracy. Verifiability
must not be bought by sacrificing correctness — both axes matter.
SFT passes Dispatch 2 only if (1) AND (2) AND (3) all hold.
4. **RL gating (later dispatch).** The RL phase is gated on SFT meeting criteria 13. RL's own
criteria will be pre-registered at that time, evaluated against a held-out slice never used
for SFT model selection. The verifier (VERIFIER.lock) is the RL reward and must remain
byte-identical.
## Honesty clause
Report whatever the numbers say. A **null** — training fails to beat the format-prompt
baseline on the primary bar — is a valid, publishable finding, consistent with this being a
real experiment and not a foregone conclusion. The bars above are not moved after results are
seen; if they are missed, that is the result.
## Frozen references
- Verifier: `verifier/VERIFIER.lock`
- Eval set: `eval/EVAL.lock`
- Baseline: `baseline/BASELINE.lock`
- This pre-registration: `reports/PREREG.lock` (sha256 of this file).