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

BENCHMARK META (ProteinGym). ProteinGym benchmarks variant-effect prediction against deep mutational scanning (DMS) assays: a substitution benchmark (~217 assays) and an indel benchmark, with zero-shot and supervised tracks, scored by Spearman correlation (and AUC/MCC). KNOWN TRUST ISSUE: v1.0 vs v1.1 differ in assay set and splits; zero-shot vs supervised numbers are not comparable; MSA-dependent methods vary with the MSA pipeline. STATE: dataset-version + track-conflation hazard.

id
vpr_d3f3228bb463c2d9
frontier
AI-for-science benchmark state
kind
finding.add
created
2026-06-10
findings
+1
state
null → bc813b05

accept gate

2 of 4 on record
✓
signature
reviewer:will-blair · key 4892f938
✓
chain
null → bc813b05
—
witness
no verifier attachment on record for this target
—
grade
in state · unreviewed

timeline

  1. 2026-06-10proposeproposed · finding.addreviewer:will-blairreviewer:will-blairvpr_d3f3228bb463c2d9Manual finding added to frontier state
  2. 2026-06-10acceptfinding.assertedreviewer:will-blairreviewer:will-blairnull→bc813b05vev_f17f5a864754e2a0Manual 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 →

BENCHMARK META (ProteinGym). ProteinGym benchmarks variant-effect prediction against deep mutational scanning (DMS) assays: a substitution benchmark (~217 assays) and an indel benchmark, with zero-shot and supervised tracks, scored by Spearman correlation (and AUC/MCC). KNOWN TRUST ISSUE: v1.0 vs v1.1 differ in assay set and splits; zero-shot vs supervised numbers are not comparable; MSA-dependent methods vary with the MSA pipeline. STATE: dataset-version + track-conflation hazard.

vf_ec4bb8feca206bf2

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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