Verifier card — anchoring_trap · grade C
One reward-hack signature — the reward is partly gameable (see findings).
- source:
prime-hub· grader:deterministic*· verifiers:0.1.14· pass_threshold:0.5· rows: 3 - seal:
record_sha256:03634c77739e01c5— re-running this audit reproduces it byte-for-byte
What we tested
- Degenerate-probe — 24 content-free completions: 3 accepted (≥ 0.5)
- IPT invariance — n/a (no free-text reference completion to perturb)
- Verifier-completeness — abstained (no usable scalar ground-truth answer)
- Exploit-search — searched the reward space; no accepted non-attempt ✓
What we found
- Accepted garbage (content-free completions ≥ 0.5):
echo_prompt=0.6125
Reproduce
stardata audit anchoring_trap --row-seed 0
Remediation
- Accepted garbage — the
echo_promptprobe scored 0.6125 ≥ 0.5. Fix: reject completions that echo the prompt before scoring (or raise pass_threshold).
Coverage & limitations
- grader class audited:
deterministic(inferred from the replayable reward) - instruments run: degenerate-probe, IPT invariance, verifier-completeness, exploit-search
- scope: an environment-side audit of reward gameability — it does not guarantee your policy won't find other optimizations, nor does it assess task difficulty (a separate difficulty certificate).