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

Reviewable change

back to review

finding.note

verified — A frozen deterministic verifier re-checked the claim and passed.accepted

BENCHMARK CLAIM (ProteinGym) — ProteinNPT (non-parametric transformer, supervised track) REPORTS gains by attending across labelled neighbours. VERIFICATION STATE: author-reported; SUPERVISED — not comparable to zero-shot numbers; depends on the cross-validation split. NOT re-run here. Open obligation: re-run under the official supervised CV split; never compare against zero-shot rows.

id
vpr_edef714318aa82be
frontier
AI-for-science benchmark state
kind
finding.note
created
2026-06-10
state
779efff7 → dd9be8a7

accept gate

2 of 4 on record
✓
signature
reviewer:will-blair · key 4892f938
✓
chain
779efff7 → dd9be8a7
—
witness
no verifier attachment on record for this target
—
grade
in state · unreviewed

timeline

  1. 2026-06-10proposeproposed · finding.noteagent — machine actor, no signing keyagent:hardening-2026-06-10vpr_edef714318aa82beHARDENING (benchmark-state): label_provenance=attested (records-not-reruns; ground truth is an answer key, not a frozen-verifier rederivation), valid_as_of=2026-06-10, model_cutoff=unknown. Under the trust ladder, attested label provenance caps this record below 'verified' until a deterministic rederivation exists.
  2. 2026-06-10acceptfinding.notedreviewer:will-blairreviewer:will-blair779efff7→dd9be8a7vev_a73023eb43fa7387HARDENING (benchmark-state): label_provenance=attested (records-not-reruns; ground truth is an answer key, not a frozen-verifier rederivation), valid_as_of=2026-06-10, model_cutoff=unknown. Under the trust ladder, attested label provenance caps this record below 'verified' until a deterministic rederivation exists.

proposed

reason

HARDENING (benchmark-state): label_provenance=attested (records-not-reruns; ground truth is an answer key, not a frozen-verifier rederivation), valid_as_of=2026-06-10, model_cutoff=unknown. Under the trust ladder, attested label provenance caps this record below 'verified' until a deterministic rederivation exists.

provenance

proposed by

agent — machine actor, no signing keyagent:hardening-2026-06-10

actor type

human

created at

2026-06-10

target type

finding

affected

inspect finding →

BENCHMARK CLAIM (ProteinGym) — ProteinNPT (non-parametric transformer, supervised track) REPORTS gains by attending across labelled neighbours. VERIFICATION STATE: author-reported; SUPERVISED — not comparable to zero-shot numbers; depends on the cross-validation split. NOT re-run here. Open obligation: re-run under the official supervised CV split; never compare against zero-shot rows.

vf_41030d44f59eae22

Diff

Read-only frontier; diff not recomputed.

Review chain

  1. 01request

    Change request

    AI-for-science benchmark state receives a reviewable source, finding, caveat, replication, evaluation, or proof-affecting edit.

    open review →
  2. 02packet

    Diff packet

    The packet names affected record objects, evidence, rationale, reviewer-facing fields, and expected proof impact.

    open the campaign →
  3. 03checks

    Check output

    Schema, provenance, benchmark, contradiction, and proof checks decide whether the request is ready to read.

    inspect checks →
  4. 04review

    Reviewer decision

    A steward accepts, rejects, caveats, revises, or retracts the request under an inspectable identity.

    read queue →
  5. 05accepted

    Accepted event

    Only the accepted event mutates frontier state. Atlases, constellations, and search update from that record state.

    inspect events →

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

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

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