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

add a finding

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

LEAKAGE HAZARD (ProteinGym). PLMs trained on UniProt may have seen sequences related to the assay proteins; 'zero-shot' is zero-shot on the LABELS, not necessarily on the SEQUENCES. VERIFICATION STATE: training-sequence overlap with assay proteins is under-audited. Open obligation: a sequence-similarity leakage audit between each model's training set and the assay proteins before banking any SOTA claim.

id
vpr_c555bef607043399
frontier
AI-for-science benchmark state
kind
finding.add
created
2026-06-10
findings
+1
state
null → 19784465

accept gate

2 of 4 on record
✓
signature
reviewer:will-blair · key 4892f938
✓
chain
null → 19784465
—
witness
no verifier attachment on record for this target
—
grade
in state · unreviewed

timeline

  1. 2026-06-10proposeproposed · finding.addreviewer:will-blairreviewer:will-blairvpr_c555bef607043399Manual finding added to frontier state
  2. 2026-06-10acceptfinding.assertedreviewer:will-blairreviewer:will-blairnull→19784465vev_07e40e45981061adManual finding added to frontier state

proposed

reason

Manual finding added to frontier state

finding type

computational

proposed confidence

0.30

confidence basis

operator-supplied frontier prior; review required

provenance

proposed by

reviewer:will-blairreviewer:will-blair

actor type

human

created at

2026-06-10

target type

finding

affected

inspect finding →

LEAKAGE HAZARD (ProteinGym). PLMs trained on UniProt may have seen sequences related to the assay proteins; 'zero-shot' is zero-shot on the LABELS, not necessarily on the SEQUENCES. VERIFICATION STATE: training-sequence overlap with assay proteins is under-audited. Open obligation: a sequence-similarity leakage audit between each model's training set and the assay proteins before banking any SOTA claim.

vf_8212daf3d7034a93

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

Search Vela

Jump to a section, signal, campaign, document, primitive, work path, frontier, record index, atlas, constellation, agent, capability, or full-state search.