frontiers / frontier
AI-for-science benchmark state
- 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
e24/24 · finding.noted · reviewer:will-blair · 2026-06-10 · 6c12→d02f
Trails
identities
reviewer:will-blair24
events
finding.notedreviewer:will-blairHARDENING (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.2026-06-10finding.notedreviewer:will-blairHARDENING (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.2026-06-10finding.notedreviewer:will-blairHARDENING (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.2026-06-10finding.notedreviewer:will-blairHARDENING (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.2026-06-10finding.notedreviewer:will-blairHARDENING (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.2026-06-10finding.notedreviewer:will-blairHARDENING (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.2026-06-10finding.notedreviewer:will-blairHARDENING (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.2026-06-10finding.notedreviewer:will-blairHARDENING (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.2026-06-10finding.notedreviewer:will-blairHARDENING (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.2026-06-10finding.notedreviewer:will-blairHARDENING (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.2026-06-10finding.notedreviewer:will-blairHARDENING (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.2026-06-10finding.notedreviewer:will-blairHARDENING (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.2026-06-10finding.assertedreviewer:will-blairManual finding added to frontier state2026-06-10finding.assertedreviewer:will-blairManual finding added to frontier state2026-06-10finding.assertedreviewer:will-blairManual finding added to frontier state2026-06-10finding.assertedreviewer:will-blairManual finding added to frontier state2026-06-10finding.assertedreviewer:will-blairManual finding added to frontier state2026-06-10finding.assertedreviewer:will-blairManual finding added to frontier state2026-06-10finding.assertedreviewer:will-blairManual finding added to frontier state2026-06-10finding.assertedreviewer:will-blairManual finding added to frontier state2026-06-10finding.assertedreviewer:will-blairManual finding added to frontier state2026-06-10finding.assertedreviewer:will-blairManual finding added to frontier state2026-06-10finding.assertedreviewer:will-blairManual finding added to frontier state2026-06-10finding.assertedreviewer:will-blairManual finding added to frontier state2026-06-10