Vela
✦ 5 frontiers

frontiers / frontier

AI-for-science benchmark state

constellation seal · derived from vfr_efc649fd772a1ff1
id
vfr_efc649fd772a1ff1
license
CC-BY-4.0
findings
12
accepted core
12
contested
0
links
0
sources
1
evidence
12
avg conf
0.30

used by 0 · replayed by 1 producer · second seat open

e24/24 · finding.noted · reviewer:will-blair · 2026-06-10 · 6c12→d02f

State

by type

  • computational12

by review state

  • unreviewed12

bundle anatomy

finding statement

BENCHMARK CLAIM (ProteinGym) — ESM-1v REPORTS strong zero-shot substitution performance from masked-marginal scoring of a protein language model. VERIFICATION STATE: author-reported; weights public; depends on the scoring convention (masked-marginal vs wt-marginal) and the ProteinGym version. NOT re-run here. Open obligation: re-score the released model on the pinned v1.1 zero-shot substitution set.

computational

evidence

computational · manual state transition

12 atoms

provenance

manual finding

review state

The example finding is unreviewed. Frontier changes still pass through reviewable changes and accepted events.

12 accepted events

derived signals

Links, candidate gaps, bridges, citation stance, nearby papers, and generated summaries route review. They do not rewrite the record by themselves.

0 linked findings24 reviewable changes

12 findings · 0 machine-sealed

verified — A frozen deterministic verifier re-checked the claim and passed.verifiedreplayed — The event chain re-folds end to end and matches the recorded head.replayedsuperseded — A newer accepted record replaced this one; it stays under its seam.supersededbanked — A closed route or proven obstruction, kept at full ink as a result.bankedleased — A key-holder holds a live lease on the obligation (claimed_at + ttl).leasedcontested — An unresolved contradiction or adversarial probe names this claim.contesteddeprecated — Signed withdrawal — retraction or owner deprecation; retained, not erased.deprecated

finding.noted · reviewer:will-blair · 1 day

renders the record as of vev_d199cb2e · 1,338 events · hub

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