Examenos

Four equally weighted evaluations: AA-Omniscience-Decision, HLE-MultiChoice (513 text-only questions), When2Call and WildGuardTest.

Exact named AA decision system; index v1.0. Served precision and detailed execution date not published in inspected chart.

Rounded chart label manually verified in source; not the ordinary language-model Intelligence Index.

Independent AA results. Omniscience splits its 25% between accuracy and non-hallucination. Displayed integer chart values, not undisclosed precise values. No automated AA import or refresh adapter.

Checked / reported: 2026-10-17 · Samples: Not published

Snapshot: 2026-10-17 · Revision: Manually checked chart · 2026-10-17 · Published observations; result reuse terms not specified

BFCL formulated as typed decisions; published case exact accuracy for this board population.

Board identity jev; evaluator run. Hosted jev-1.14.0, network timing; 14 October lab edition.

Raw 0.964; {}; coverage/error rules are source-defined.

Community Decision Index 0.3.2; distinct from AA. Full = 20% public + 50% private same-skills + 30% private new-domains on publisher-normalized scales. Public suite is chance-corrected and coverage-adjusted; unanswered counts wrong. Some public runs are author-submitted and private runs evaluator-run; each record preserves that status. Small differences can be tied by the publisher. Snapshot date is not execution date. No underlying private test text is imported.

Checked / reported: 2026-10-17 · Samples: 1694

Snapshot: 2026-10-16T16:39:08Z · Revision: 0ddf6758073eb77ae449a3541f57286d7f39d93f · Published observations; result reuse terms not specified

SGD/SGD-X formulated as typed decisions; published macro-F1 for this board population.

Board identity jev; evaluator run. Hosted jev-1.14.0, network timing; 14 October lab edition.

Raw 0.0903; {}; coverage/error rules are source-defined.

Community Decision Index 0.3.2; distinct from AA. Full = 20% public + 50% private same-skills + 30% private new-domains on publisher-normalized scales. Public suite is chance-corrected and coverage-adjusted; unanswered counts wrong. Some public runs are author-submitted and private runs evaluator-run; each record preserves that status. Small differences can be tied by the publisher. Snapshot date is not execution date. No underlying private test text is imported.

Checked / reported: 2026-10-17 · Samples: 2500

Snapshot: 2026-10-16T16:39:08Z · Revision: 0ddf6758073eb77ae449a3541f57286d7f39d93f · Published observations; result reuse terms not specified

ContractNLI formulated as typed decisions; published macro-F1 for this board population.

Board identity jev; evaluator run. Hosted jev-1.14.0, network timing; 14 October lab edition.

Raw 0.7076; {}; coverage/error rules are source-defined.

Community Decision Index 0.3.2; distinct from AA. Full = 20% public + 50% private same-skills + 30% private new-domains on publisher-normalized scales. Public suite is chance-corrected and coverage-adjusted; unanswered counts wrong. Some public runs are author-submitted and private runs evaluator-run; each record preserves that status. Small differences can be tied by the publisher. Snapshot date is not execution date. No underlying private test text is imported.

Checked / reported: 2026-10-17 · Samples: 123

Snapshot: 2026-10-16T16:39:08Z · Revision: 0ddf6758073eb77ae449a3541f57286d7f39d93f · Published observations; result reuse terms not specified

ANLI formulated as typed decisions; published macro-F1 for this board population.

Board identity jev; evaluator run. Hosted jev-1.14.0, network timing; 14 October lab edition.

Raw 0.7427; {}; coverage/error rules are source-defined.

Community Decision Index 0.3.2; distinct from AA. Full = 20% public + 50% private same-skills + 30% private new-domains on publisher-normalized scales. Public suite is chance-corrected and coverage-adjusted; unanswered counts wrong. Some public runs are author-submitted and private runs evaluator-run; each record preserves that status. Small differences can be tied by the publisher. Snapshot date is not execution date. No underlying private test text is imported.

Checked / reported: 2026-10-17 · Samples: 3200

Snapshot: 2026-10-16T16:39:08Z · Revision: 0ddf6758073eb77ae449a3541f57286d7f39d93f · Published observations; result reuse terms not specified

ToolRet formulated as typed decisions; published nDCG@10 for this board population.

Board identity jev; evaluator run. Hosted jev-1.14.0, network timing; 14 October lab edition.

Raw 0.6505; {}; coverage/error rules are source-defined.

Community Decision Index 0.3.2; distinct from AA. Full = 20% public + 50% private same-skills + 30% private new-domains on publisher-normalized scales. Public suite is chance-corrected and coverage-adjusted; unanswered counts wrong. Some public runs are author-submitted and private runs evaluator-run; each record preserves that status. Small differences can be tied by the publisher. Snapshot date is not execution date. No underlying private test text is imported.

Checked / reported: 2026-10-17 · Samples: 685

Snapshot: 2026-10-16T16:39:08Z · Revision: 0ddf6758073eb77ae449a3541f57286d7f39d93f · Published observations; result reuse terms not specified

BPoMP formulated as typed decisions; published accuracy for this board population.

Board identity jev; evaluator run. Hosted jev-1.14.0, network timing; 14 October lab edition.

Raw 0.9006; {}; coverage/error rules are source-defined.

Community Decision Index 0.3.2; distinct from AA. Full = 20% public + 50% private same-skills + 30% private new-domains on publisher-normalized scales. Public suite is chance-corrected and coverage-adjusted; unanswered counts wrong. Some public runs are author-submitted and private runs evaluator-run; each record preserves that status. Small differences can be tied by the publisher. Snapshot date is not execution date. No underlying private test text is imported.

Checked / reported: 2026-10-17 · Samples: 5000

Snapshot: 2026-10-16T16:39:08Z · Revision: 0ddf6758073eb77ae449a3541f57286d7f39d93f · Published observations; result reuse terms not specified

Humicroedit formulated as typed decisions; published accuracy for this board population.

Board identity jev; evaluator run. Hosted jev-1.14.0, network timing; 14 October lab edition.

Raw 0.6176; {}; coverage/error rules are source-defined.

Community Decision Index 0.3.2; distinct from AA. Full = 20% public + 50% private same-skills + 30% private new-domains on publisher-normalized scales. Public suite is chance-corrected and coverage-adjusted; unanswered counts wrong. Some public runs are author-submitted and private runs evaluator-run; each record preserves that status. Small differences can be tied by the publisher. Snapshot date is not execution date. No underlying private test text is imported.

Checked / reported: 2026-10-17 · Samples: 2628

Snapshot: 2026-10-16T16:39:08Z · Revision: 0ddf6758073eb77ae449a3541f57286d7f39d93f · Published observations; result reuse terms not specified

POP909-CL formulated as typed decisions; published accuracy for this board population.

Board identity jev; evaluator run. Hosted jev-1.14.0, network timing; 14 October lab edition.

Raw 0.1645; {}; coverage/error rules are source-defined.

Community Decision Index 0.3.2; distinct from AA. Full = 20% public + 50% private same-skills + 30% private new-domains on publisher-normalized scales. Public suite is chance-corrected and coverage-adjusted; unanswered counts wrong. Some public runs are author-submitted and private runs evaluator-run; each record preserves that status. Small differences can be tied by the publisher. Snapshot date is not execution date. No underlying private test text is imported.

Checked / reported: 2026-10-17 · Samples: 2000

Snapshot: 2026-10-16T16:39:08Z · Revision: 0ddf6758073eb77ae449a3541f57286d7f39d93f · Published observations; result reuse terms not specified

cfcolor formulated as typed decisions; published accuracy for this board population.

Board identity jev; evaluator run. Hosted jev-1.14.0, network timing; 14 October lab edition.

Raw 0.6634; {}; coverage/error rules are source-defined.

Community Decision Index 0.3.2; distinct from AA. Full = 20% public + 50% private same-skills + 30% private new-domains on publisher-normalized scales. Public suite is chance-corrected and coverage-adjusted; unanswered counts wrong. Some public runs are author-submitted and private runs evaluator-run; each record preserves that status. Small differences can be tied by the publisher. Snapshot date is not execution date. No underlying private test text is imported.

Checked / reported: 2026-10-17 · Samples: 5000

Snapshot: 2026-10-16T16:39:08Z · Revision: 0ddf6758073eb77ae449a3541f57286d7f39d93f · Published observations; result reuse terms not specified

MMLU formulated as typed decisions; published accuracy for this board population.

Board identity jev; evaluator run. Hosted jev-1.14.0, network timing; 14 October lab edition.

Raw 0.9167; {}; coverage/error rules are source-defined.

Community Decision Index 0.3.2; distinct from AA. Full = 20% public + 50% private same-skills + 30% private new-domains on publisher-normalized scales. Public suite is chance-corrected and coverage-adjusted; unanswered counts wrong. Some public runs are author-submitted and private runs evaluator-run; each record preserves that status. Small differences can be tied by the publisher. Snapshot date is not execution date. No underlying private test text is imported.

Checked / reported: 2026-10-17 · Samples: 14033

Snapshot: 2026-10-16T16:39:08Z · Revision: 0ddf6758073eb77ae449a3541f57286d7f39d93f · Published observations; result reuse terms not specified

GPQA Diamond formulated as typed decisions; published accuracy for this board population.

Board identity jev; evaluator run. Hosted jev-1.14.0, network timing; 14 October lab edition.

Raw 0.7551; {}; coverage/error rules are source-defined.

Community Decision Index 0.3.2; distinct from AA. Full = 20% public + 50% private same-skills + 30% private new-domains on publisher-normalized scales. Public suite is chance-corrected and coverage-adjusted; unanswered counts wrong. Some public runs are author-submitted and private runs evaluator-run; each record preserves that status. Small differences can be tied by the publisher. Snapshot date is not execution date. No underlying private test text is imported.

Checked / reported: 2026-10-17 · Samples: 196

Snapshot: 2026-10-16T16:39:08Z · Revision: 0ddf6758073eb77ae449a3541f57286d7f39d93f · Published observations; result reuse terms not specified

ARC-Easy formulated as typed decisions; published accuracy for this board population.

Board identity jev; evaluator run. Hosted jev-1.14.0, network timing; 14 October lab edition.

Raw 0.9933; {}; coverage/error rules are source-defined.

Community Decision Index 0.3.2; distinct from AA. Full = 20% public + 50% private same-skills + 30% private new-domains on publisher-normalized scales. Public suite is chance-corrected and coverage-adjusted; unanswered counts wrong. Some public runs are author-submitted and private runs evaluator-run; each record preserves that status. Small differences can be tied by the publisher. Snapshot date is not execution date. No underlying private test text is imported.

Checked / reported: 2026-10-17 · Samples: 2376

Snapshot: 2026-10-16T16:39:08Z · Revision: 0ddf6758073eb77ae449a3541f57286d7f39d93f · Published observations; result reuse terms not specified

ARC-Challenge formulated as typed decisions; published accuracy for this board population.

Board identity jev; evaluator run. Hosted jev-1.14.0, network timing; 14 October lab edition.

Raw 0.9761; {}; coverage/error rules are source-defined.

Community Decision Index 0.3.2; distinct from AA. Full = 20% public + 50% private same-skills + 30% private new-domains on publisher-normalized scales. Public suite is chance-corrected and coverage-adjusted; unanswered counts wrong. Some public runs are author-submitted and private runs evaluator-run; each record preserves that status. Small differences can be tied by the publisher. Snapshot date is not execution date. No underlying private test text is imported.

Checked / reported: 2026-10-17 · Samples: 1172

Snapshot: 2026-10-16T16:39:08Z · Revision: 0ddf6758073eb77ae449a3541f57286d7f39d93f · Published observations; result reuse terms not specified

WinoGrande formulated as typed decisions; published accuracy for this board population.

Board identity jev; evaluator run. Hosted jev-1.14.0, network timing; 14 October lab edition.

Raw 0.9108; {}; coverage/error rules are source-defined.

Community Decision Index 0.3.2; distinct from AA. Full = 20% public + 50% private same-skills + 30% private new-domains on publisher-normalized scales. Public suite is chance-corrected and coverage-adjusted; unanswered counts wrong. Some public runs are author-submitted and private runs evaluator-run; each record preserves that status. Small differences can be tied by the publisher. Snapshot date is not execution date. No underlying private test text is imported.

Checked / reported: 2026-10-17 · Samples: 1267

Snapshot: 2026-10-16T16:39:08Z · Revision: 0ddf6758073eb77ae449a3541f57286d7f39d93f · Published observations; result reuse terms not specified

HellaSwag formulated as typed decisions; published accuracy for this board population.

Board identity jev; evaluator run. Hosted jev-1.14.0, network timing; 14 October lab edition.

Raw 0.9434; {}; coverage/error rules are source-defined.

Community Decision Index 0.3.2; distinct from AA. Full = 20% public + 50% private same-skills + 30% private new-domains on publisher-normalized scales. Public suite is chance-corrected and coverage-adjusted; unanswered counts wrong. Some public runs are author-submitted and private runs evaluator-run; each record preserves that status. Small differences can be tied by the publisher. Snapshot date is not execution date. No underlying private test text is imported.

Checked / reported: 2026-10-17 · Samples: 10042

Snapshot: 2026-10-16T16:39:08Z · Revision: 0ddf6758073eb77ae449a3541f57286d7f39d93f · Published observations; result reuse terms not specified

API-Bank formulated as typed decisions; published accuracy for this board population.

Board identity jev; evaluator run. Hosted jev-1.14.0, network timing; 14 October lab edition.

Raw 0.8661; {}; coverage/error rules are source-defined.

Community Decision Index 0.3.2; distinct from AA. Full = 20% public + 50% private same-skills + 30% private new-domains on publisher-normalized scales. Public suite is chance-corrected and coverage-adjusted; unanswered counts wrong. Some public runs are author-submitted and private runs evaluator-run; each record preserves that status. Small differences can be tied by the publisher. Snapshot date is not execution date. No underlying private test text is imported.

Checked / reported: 2026-10-17 · Samples: 508

Snapshot: 2026-10-16T16:39:08Z · Revision: 0ddf6758073eb77ae449a3541f57286d7f39d93f · Published observations; result reuse terms not specified

GSM8K formulated as typed decisions; published accuracy for this board population.

Board identity jev; evaluator run. Hosted jev-1.14.0, network timing; 14 October lab edition.

Raw 0.7301; {}; coverage/error rules are source-defined.

Community Decision Index 0.3.2; distinct from AA. Full = 20% public + 50% private same-skills + 30% private new-domains on publisher-normalized scales. Public suite is chance-corrected and coverage-adjusted; unanswered counts wrong. Some public runs are author-submitted and private runs evaluator-run; each record preserves that status. Small differences can be tied by the publisher. Snapshot date is not execution date. No underlying private test text is imported.

Checked / reported: 2026-10-17 · Samples: 2638

Snapshot: 2026-10-16T16:39:08Z · Revision: 0ddf6758073eb77ae449a3541f57286d7f39d93f · Published observations; result reuse terms not specified

ChessBench formulated as typed decisions; published accuracy for this board population.

Board identity jev; evaluator run. Hosted jev-1.14.0, network timing; 14 October lab edition.

Raw 0.1688; {}; coverage/error rules are source-defined.

Community Decision Index 0.3.2; distinct from AA. Full = 20% public + 50% private same-skills + 30% private new-domains on publisher-normalized scales. Public suite is chance-corrected and coverage-adjusted; unanswered counts wrong. Some public runs are author-submitted and private runs evaluator-run; each record preserves that status. Small differences can be tied by the publisher. Snapshot date is not execution date. No underlying private test text is imported.

Checked / reported: 2026-10-17 · Samples: 5000

Snapshot: 2026-10-16T16:39:08Z · Revision: 0ddf6758073eb77ae449a3541f57286d7f39d93f · Published observations; result reuse terms not specified

MuSR formulated as typed decisions; published accuracy for this board population.

Board identity jev; evaluator run. Hosted jev-1.14.0, network timing; 14 October lab edition.

Raw 0.7261; {}; coverage/error rules are source-defined.

Community Decision Index 0.3.2; distinct from AA. Full = 20% public + 50% private same-skills + 30% private new-domains on publisher-normalized scales. Public suite is chance-corrected and coverage-adjusted; unanswered counts wrong. Some public runs are author-submitted and private runs evaluator-run; each record preserves that status. Small differences can be tied by the publisher. Snapshot date is not execution date. No underlying private test text is imported.

Checked / reported: 2026-10-17 · Samples: 752

Snapshot: 2026-10-16T16:39:08Z · Revision: 0ddf6758073eb77ae449a3541f57286d7f39d93f · Published observations; result reuse terms not specified

SATA-Bench formulated as typed decisions; published case exact accuracy for this board population.

Board identity jev; evaluator run. Hosted jev-1.14.0, network timing; 14 October lab edition.

Raw 0.2788; {}; coverage/error rules are source-defined.

Community Decision Index 0.3.2; distinct from AA. Full = 20% public + 50% private same-skills + 30% private new-domains on publisher-normalized scales. Public suite is chance-corrected and coverage-adjusted; unanswered counts wrong. Some public runs are author-submitted and private runs evaluator-run; each record preserves that status. Small differences can be tied by the publisher. Snapshot date is not execution date. No underlying private test text is imported.

Checked / reported: 2026-10-17 · Samples: 1650

Snapshot: 2026-10-16T16:39:08Z · Revision: 0ddf6758073eb77ae449a3541f57286d7f39d93f · Published observations; result reuse terms not specified

BRIGHT formulated as typed decisions; published nDCG@10 for this board population.

Board identity jev; evaluator run. Hosted jev-1.14.0, network timing; 14 October lab edition.

Raw 0.4705; {}; coverage/error rules are source-defined.

Community Decision Index 0.3.2; distinct from AA. Full = 20% public + 50% private same-skills + 30% private new-domains on publisher-normalized scales. Public suite is chance-corrected and coverage-adjusted; unanswered counts wrong. Some public runs are author-submitted and private runs evaluator-run; each record preserves that status. Small differences can be tied by the publisher. Snapshot date is not execution date. No underlying private test text is imported.

Checked / reported: 2026-10-17 · Samples: 220

Snapshot: 2026-10-16T16:39:08Z · Revision: 0ddf6758073eb77ae449a3541f57286d7f39d93f · Published observations; result reuse terms not specified

Amazon ESCI formulated as typed decisions; published macro-F1 for this board population.

Board identity jev; evaluator run. Hosted jev-1.14.0, network timing; 14 October lab edition.

Raw 0.5718; {}; coverage/error rules are source-defined.

Community Decision Index 0.3.2; distinct from AA. Full = 20% public + 50% private same-skills + 30% private new-domains on publisher-normalized scales. Public suite is chance-corrected and coverage-adjusted; unanswered counts wrong. Some public runs are author-submitted and private runs evaluator-run; each record preserves that status. Small differences can be tied by the publisher. Snapshot date is not execution date. No underlying private test text is imported.

Checked / reported: 2026-10-17 · Samples: 5000

Snapshot: 2026-10-16T16:39:08Z · Revision: 0ddf6758073eb77ae449a3541f57286d7f39d93f · Published observations; result reuse terms not specified

ACOS formulated as typed decisions; published per-review F1 for this board population.

Board identity jev; evaluator run. Hosted jev-1.14.0, network timing; 14 October lab edition.

Raw 0.3314; {}; coverage/error rules are source-defined.

Community Decision Index 0.3.2; distinct from AA. Full = 20% public + 50% private same-skills + 30% private new-domains on publisher-normalized scales. Public suite is chance-corrected and coverage-adjusted; unanswered counts wrong. Some public runs are author-submitted and private runs evaluator-run; each record preserves that status. Small differences can be tied by the publisher. Snapshot date is not execution date. No underlying private test text is imported.

Checked / reported: 2026-10-17 · Samples: 1565

Snapshot: 2026-10-16T16:39:08Z · Revision: 0ddf6758073eb77ae449a3541f57286d7f39d93f · Published observations; result reuse terms not specified

FinEntity formulated as typed decisions; published macro-F1 for this board population.

Board identity jev; evaluator run. Hosted jev-1.14.0, network timing; 14 October lab edition.

Raw 0.8768; {}; coverage/error rules are source-defined.

Community Decision Index 0.3.2; distinct from AA. Full = 20% public + 50% private same-skills + 30% private new-domains on publisher-normalized scales. Public suite is chance-corrected and coverage-adjusted; unanswered counts wrong. Some public runs are author-submitted and private runs evaluator-run; each record preserves that status. Small differences can be tied by the publisher. Snapshot date is not execution date. No underlying private test text is imported.

Checked / reported: 2026-10-17 · Samples: 979

Snapshot: 2026-10-16T16:39:08Z · Revision: 0ddf6758073eb77ae449a3541f57286d7f39d93f · Published observations; result reuse terms not specified

BANKING77 formulated as typed decisions; published macro-F1 for this board population.

Board identity jev; evaluator run. Hosted jev-1.14.0, network timing; 14 October lab edition.

Raw 0.7994; {}; coverage/error rules are source-defined.

Community Decision Index 0.3.2; distinct from AA. Full = 20% public + 50% private same-skills + 30% private new-domains on publisher-normalized scales. Public suite is chance-corrected and coverage-adjusted; unanswered counts wrong. Some public runs are author-submitted and private runs evaluator-run; each record preserves that status. Small differences can be tied by the publisher. Snapshot date is not execution date. No underlying private test text is imported.

Checked / reported: 2026-10-17 · Samples: 3080

Snapshot: 2026-10-16T16:39:08Z · Revision: 0ddf6758073eb77ae449a3541f57286d7f39d93f · Published observations; result reuse terms not specified

iSarcasmEval formulated as typed decisions; published Sarcasm F1 · track A, English for this board population.

Board identity jev; evaluator run. Hosted jev-1.14.0, network timing; 14 October lab edition.

Raw 0.5327; {}; coverage/error rules are source-defined.

Community Decision Index 0.3.2; distinct from AA. Full = 20% public + 50% private same-skills + 30% private new-domains on publisher-normalized scales. Public suite is chance-corrected and coverage-adjusted; unanswered counts wrong. Some public runs are author-submitted and private runs evaluator-run; each record preserves that status. Small differences can be tied by the publisher. Snapshot date is not execution date. No underlying private test text is imported.

Checked / reported: 2026-10-17 · Samples: 4600

Snapshot: 2026-10-16T16:39:08Z · Revision: 0ddf6758073eb77ae449a3541f57286d7f39d93f · Published observations; result reuse terms not specified

VAST formulated as typed decisions; published macro-F1 for this board population.

Board identity jev; evaluator run. Hosted jev-1.14.0, network timing; 14 October lab edition.

Raw 0.7365; {}; coverage/error rules are source-defined.

Community Decision Index 0.3.2; distinct from AA. Full = 20% public + 50% private same-skills + 30% private new-domains on publisher-normalized scales. Public suite is chance-corrected and coverage-adjusted; unanswered counts wrong. Some public runs are author-submitted and private runs evaluator-run; each record preserves that status. Small differences can be tied by the publisher. Snapshot date is not execution date. No underlying private test text is imported.

Checked / reported: 2026-10-17 · Samples: 3006

Snapshot: 2026-10-16T16:39:08Z · Revision: 0ddf6758073eb77ae449a3541f57286d7f39d93f · Published observations; result reuse terms not specified

NLI4CT formulated as typed decisions; published macro-F1 for this board population.

Board identity jev; evaluator run. Hosted jev-1.14.0, network timing; 14 October lab edition.

Raw 0.8512; {}; coverage/error rules are source-defined.

Community Decision Index 0.3.2; distinct from AA. Full = 20% public + 50% private same-skills + 30% private new-domains on publisher-normalized scales. Public suite is chance-corrected and coverage-adjusted; unanswered counts wrong. Some public runs are author-submitted and private runs evaluator-run; each record preserves that status. Small differences can be tied by the publisher. Snapshot date is not execution date. No underlying private test text is imported.

Checked / reported: 2026-10-17 · Samples: 5500

Snapshot: 2026-10-16T16:39:08Z · Revision: 0ddf6758073eb77ae449a3541f57286d7f39d93f · Published observations; result reuse terms not specified

CRUXEval formulated as typed decisions; published accuracy for this board population.

Board identity jev; evaluator run. Hosted jev-1.14.0, network timing; 14 October lab edition.

Raw 0.7474; {}; coverage/error rules are source-defined.

Community Decision Index 0.3.2; distinct from AA. Full = 20% public + 50% private same-skills + 30% private new-domains on publisher-normalized scales. Public suite is chance-corrected and coverage-adjusted; unanswered counts wrong. Some public runs are author-submitted and private runs evaluator-run; each record preserves that status. Small differences can be tied by the publisher. Snapshot date is not execution date. No underlying private test text is imported.

Checked / reported: 2026-10-17 · Samples: 570

Snapshot: 2026-10-16T16:39:08Z · Revision: 0ddf6758073eb77ae449a3541f57286d7f39d93f · Published observations; result reuse terms not specified

CLadder formulated as typed decisions; published accuracy for this board population.

Board identity jev; evaluator run. Hosted jev-1.14.0, network timing; 14 October lab edition.

Raw 0.8858; {}; coverage/error rules are source-defined.

Community Decision Index 0.3.2; distinct from AA. Full = 20% public + 50% private same-skills + 30% private new-domains on publisher-normalized scales. Public suite is chance-corrected and coverage-adjusted; unanswered counts wrong. Some public runs are author-submitted and private runs evaluator-run; each record preserves that status. Small differences can be tied by the publisher. Snapshot date is not execution date. No underlying private test text is imported.

Checked / reported: 2026-10-17 · Samples: 5000

Snapshot: 2026-10-16T16:39:08Z · Revision: 0ddf6758073eb77ae449a3541f57286d7f39d93f · Published observations; result reuse terms not specified

HLE formulated as typed decisions; published accuracy for this board population.

Board identity jev; evaluator run. Hosted jev-1.14.0, network timing; 14 October lab edition.

Raw 0.1936; {}; coverage/error rules are source-defined.

Community Decision Index 0.3.2; distinct from AA. Full = 20% public + 50% private same-skills + 30% private new-domains on publisher-normalized scales. Public suite is chance-corrected and coverage-adjusted; unanswered counts wrong. Some public runs are author-submitted and private runs evaluator-run; each record preserves that status. Small differences can be tied by the publisher. Snapshot date is not execution date. No underlying private test text is imported.

Checked / reported: 2026-10-17 · Samples: 501

Snapshot: 2026-10-16T16:39:08Z · Revision: 0ddf6758073eb77ae449a3541f57286d7f39d93f · Published observations; result reuse terms not specified

CLINC150+OOS formulated as typed decisions; published macro-F1 for this board population.

Board identity jev; evaluator run. Hosted jev-1.14.0, network timing; 14 October lab edition.

Raw 0.9028; {}; coverage/error rules are source-defined.

Community Decision Index 0.3.2; distinct from AA. Full = 20% public + 50% private same-skills + 30% private new-domains on publisher-normalized scales. Public suite is chance-corrected and coverage-adjusted; unanswered counts wrong. Some public runs are author-submitted and private runs evaluator-run; each record preserves that status. Small differences can be tied by the publisher. Snapshot date is not execution date. No underlying private test text is imported.

Checked / reported: 2026-10-17 · Samples: 5500

Snapshot: 2026-10-16T16:39:08Z · Revision: 0ddf6758073eb77ae449a3541f57286d7f39d93f · Published observations; result reuse terms not specified

Habermas Machine formulated as typed decisions; published accuracy for this board population.

Board identity jev; evaluator run. Hosted jev-1.14.0, network timing; 14 October lab edition.

Raw 0.4457; {}; coverage/error rules are source-defined.

Community Decision Index 0.3.2; distinct from AA. Full = 20% public + 50% private same-skills + 30% private new-domains on publisher-normalized scales. Public suite is chance-corrected and coverage-adjusted; unanswered counts wrong. Some public runs are author-submitted and private runs evaluator-run; each record preserves that status. Small differences can be tied by the publisher. Snapshot date is not execution date. No underlying private test text is imported.

Checked / reported: 2026-10-17 · Samples: 1676

Snapshot: 2026-10-16T16:39:08Z · Revision: 0ddf6758073eb77ae449a3541f57286d7f39d93f · Published observations; result reuse terms not specified

PhishNChips phishing decisions formulated as typed decisions; published accuracy for this board population.

Board identity jev; evaluator run. Hosted jev-1.14.0, network timing; 14 October lab edition.

Raw 0.8375; {}; coverage/error rules are source-defined.

Community Decision Index 0.3.2; distinct from AA. Full = 20% public + 50% private same-skills + 30% private new-domains on publisher-normalized scales. Public suite is chance-corrected and coverage-adjusted; unanswered counts wrong. Some public runs are author-submitted and private runs evaluator-run; each record preserves that status. Small differences can be tied by the publisher. Snapshot date is not execution date. No underlying private test text is imported.

Checked / reported: 2026-10-17 · Samples: 2000

Snapshot: 2026-10-16T16:39:08Z · Revision: 0ddf6758073eb77ae449a3541f57286d7f39d93f · Published observations; result reuse terms not specified

MMLU-Pro formulated as typed decisions; published accuracy for this board population.

Board identity jev; evaluator run. Hosted jev-1.14.0, network timing; 14 October lab edition.

Raw 0.8213; {}; coverage/error rules are source-defined.

Community Decision Index 0.3.2; distinct from AA. Full = 20% public + 50% private same-skills + 30% private new-domains on publisher-normalized scales. Public suite is chance-corrected and coverage-adjusted; unanswered counts wrong. Some public runs are author-submitted and private runs evaluator-run; each record preserves that status. Small differences can be tied by the publisher. Snapshot date is not execution date. No underlying private test text is imported.

Checked / reported: 2026-10-17 · Samples: 12032

Snapshot: 2026-10-16T16:39:08Z · Revision: 0ddf6758073eb77ae449a3541f57286d7f39d93f · Published observations; result reuse terms not specified

BBH formulated as typed decisions; published accuracy for this board population.

Board identity jev; evaluator run. Hosted jev-1.14.0, network timing; 14 October lab edition.

Raw 0.9319; {}; coverage/error rules are source-defined.

Community Decision Index 0.3.2; distinct from AA. Full = 20% public + 50% private same-skills + 30% private new-domains on publisher-normalized scales. Public suite is chance-corrected and coverage-adjusted; unanswered counts wrong. Some public runs are author-submitted and private runs evaluator-run; each record preserves that status. Small differences can be tied by the publisher. Snapshot date is not execution date. No underlying private test text is imported.

Checked / reported: 2026-10-17 · Samples: 5507

Snapshot: 2026-10-16T16:39:08Z · Revision: 0ddf6758073eb77ae449a3541f57286d7f39d93f · Published observations; result reuse terms not specified

RAGTruth formulated as typed decisions; published F1 on hallucinated class for this board population.

Board identity jev; evaluator run. Hosted jev-1.14.0, network timing; 14 October lab edition.

Raw 0.7512; {}; coverage/error rules are source-defined.

Community Decision Index 0.3.2; distinct from AA. Full = 20% public + 50% private same-skills + 30% private new-domains on publisher-normalized scales. Public suite is chance-corrected and coverage-adjusted; unanswered counts wrong. Some public runs are author-submitted and private runs evaluator-run; each record preserves that status. Small differences can be tied by the publisher. Snapshot date is not execution date. No underlying private test text is imported.

Checked / reported: 2026-10-17 · Samples: 2700

Snapshot: 2026-10-16T16:39:08Z · Revision: 0ddf6758073eb77ae449a3541f57286d7f39d93f · Published observations; result reuse terms not specified

RouterBench formulated as typed decisions; published selected quality (quality objective) for this board population.

Board identity jev; evaluator run. Hosted jev-1.14.0, network timing; 14 October lab edition.

Raw 0.7988; {}; coverage/error rules are source-defined.

Community Decision Index 0.3.2; distinct from AA. Full = 20% public + 50% private same-skills + 30% private new-domains on publisher-normalized scales. Public suite is chance-corrected and coverage-adjusted; unanswered counts wrong. Some public runs are author-submitted and private runs evaluator-run; each record preserves that status. Small differences can be tied by the publisher. Snapshot date is not execution date. No underlying private test text is imported.

Checked / reported: 2026-10-17 · Samples: 10000

Snapshot: 2026-10-16T16:39:08Z · Revision: 0ddf6758073eb77ae449a3541f57286d7f39d93f · Published observations; result reuse terms not specified

HoVer formulated as typed decisions; published accuracy for this board population.

Board identity jev; evaluator run. Hosted jev-1.14.0, network timing; 14 October lab edition.

Raw 0.7675; {}; coverage/error rules are source-defined.

Community Decision Index 0.3.2; distinct from AA. Full = 20% public + 50% private same-skills + 30% private new-domains on publisher-normalized scales. Public suite is chance-corrected and coverage-adjusted; unanswered counts wrong. Some public runs are author-submitted and private runs evaluator-run; each record preserves that status. Small differences can be tied by the publisher. Snapshot date is not execution date. No underlying private test text is imported.

Checked / reported: 2026-10-17 · Samples: 4000

Snapshot: 2026-10-16T16:39:08Z · Revision: 0ddf6758073eb77ae449a3541f57286d7f39d93f · Published observations; result reuse terms not specified

When2Call formulated as typed decisions; published accuracy for this board population.

Board identity jev; evaluator run. Hosted jev-1.14.0, network timing; 14 October lab edition.

Raw 0.8165; {}; coverage/error rules are source-defined.

Community Decision Index 0.3.2; distinct from AA. Full = 20% public + 50% private same-skills + 30% private new-domains on publisher-normalized scales. Public suite is chance-corrected and coverage-adjusted; unanswered counts wrong. Some public runs are author-submitted and private runs evaluator-run; each record preserves that status. Small differences can be tied by the publisher. Snapshot date is not execution date. No underlying private test text is imported.

Checked / reported: 2026-10-17 · Samples: 3652

Snapshot: 2026-10-16T16:39:08Z · Revision: 0ddf6758073eb77ae449a3541f57286d7f39d93f · Published observations; result reuse terms not specified

New Yorker formulated as typed decisions; published accuracy for this board population.

Board identity jev; evaluator run. Hosted jev-1.14.0, network timing; 14 October lab edition.

Raw 0.7254; {}; coverage/error rules are source-defined.

Community Decision Index 0.3.2; distinct from AA. Full = 20% public + 50% private same-skills + 30% private new-domains on publisher-normalized scales. Public suite is chance-corrected and coverage-adjusted; unanswered counts wrong. Some public runs are author-submitted and private runs evaluator-run; each record preserves that status. Small differences can be tied by the publisher. Snapshot date is not execution date. No underlying private test text is imported.

Checked / reported: 2026-10-17 · Samples: 528

Snapshot: 2026-10-16T16:39:08Z · Revision: 0ddf6758073eb77ae449a3541f57286d7f39d93f · Published observations; result reuse terms not specified

Home appliance simulator formulated as typed decisions; published case exact accuracy for this board population.

Board identity jev; evaluator run. Hosted jev-1.14.0, network timing; 14 October lab edition.

Raw 0.4545; {}; coverage/error rules are source-defined.

Community Decision Index 0.3.2; distinct from AA. Full = 20% public + 50% private same-skills + 30% private new-domains on publisher-normalized scales. Public suite is chance-corrected and coverage-adjusted; unanswered counts wrong. Some public runs are author-submitted and private runs evaluator-run; each record preserves that status. Small differences can be tied by the publisher. Snapshot date is not execution date. No underlying private test text is imported.

Checked / reported: 2026-10-17 · Samples: 88

Snapshot: 2026-10-16T16:39:08Z · Revision: 0ddf6758073eb77ae449a3541f57286d7f39d93f · Published observations; result reuse terms not specified

Calibration on the source-defined text sample; confidence alone is not a quality ranking.

Board identity jev; evaluator run. Hosted jev-1.14.0, network timing; 14 October lab edition.

Raw acc: 0.7431; 31 benchmarks. ECE uses the publisher bins and weighting; native Brier convention stays distinct from other studies.

Community Decision Index 0.3.2; distinct from AA. Full = 20% public + 50% private same-skills + 30% private new-domains on publisher-normalized scales. Public suite is chance-corrected and coverage-adjusted; unanswered counts wrong. Some public runs are author-submitted and private runs evaluator-run; each record preserves that status. Small differences can be tied by the publisher. Snapshot date is not execution date. No underlying private test text is imported. Uses roughly one sixth of requests with discrete correct answers; benchmarks receive equal weight. ToolRet, BRIGHT and RouterBench are excluded. Known training exposure is penalized.

Checked / reported: 2026-10-17 · Samples: 34411

Snapshot: 2026-10-16T16:39:08Z · Revision: 0ddf6758073eb77ae449a3541f57286d7f39d93f · Published observations; result reuse terms not specified

Calibration on the source-defined text sample; confidence alone is not a quality ranking.

Board identity jev; evaluator run. Hosted jev-1.14.0, network timing; 14 October lab edition.

Raw brier: 0.3567; 31 benchmarks. ECE uses the publisher bins and weighting; native Brier convention stays distinct from other studies.

Community Decision Index 0.3.2; distinct from AA. Full = 20% public + 50% private same-skills + 30% private new-domains on publisher-normalized scales. Public suite is chance-corrected and coverage-adjusted; unanswered counts wrong. Some public runs are author-submitted and private runs evaluator-run; each record preserves that status. Small differences can be tied by the publisher. Snapshot date is not execution date. No underlying private test text is imported. Uses roughly one sixth of requests with discrete correct answers; benchmarks receive equal weight. ToolRet, BRIGHT and RouterBench are excluded. Known training exposure is penalized.

Checked / reported: 2026-10-17 · Samples: 34411

Snapshot: 2026-10-16T16:39:08Z · Revision: 0ddf6758073eb77ae449a3541f57286d7f39d93f · Published observations; result reuse terms not specified

Calibration on the source-defined text sample; confidence alone is not a quality ranking.

Board identity jev; evaluator run. Hosted jev-1.14.0, network timing; 14 October lab edition.

Raw conf: 0.8165; 31 benchmarks. ECE uses the publisher bins and weighting; native Brier convention stays distinct from other studies.

Community Decision Index 0.3.2; distinct from AA. Full = 20% public + 50% private same-skills + 30% private new-domains on publisher-normalized scales. Public suite is chance-corrected and coverage-adjusted; unanswered counts wrong. Some public runs are author-submitted and private runs evaluator-run; each record preserves that status. Small differences can be tied by the publisher. Snapshot date is not execution date. No underlying private test text is imported. Uses roughly one sixth of requests with discrete correct answers; benchmarks receive equal weight. ToolRet, BRIGHT and RouterBench are excluded. Known training exposure is penalized.

Checked / reported: 2026-10-17 · Samples: 34411

Snapshot: 2026-10-16T16:39:08Z · Revision: 0ddf6758073eb77ae449a3541f57286d7f39d93f · Published observations; result reuse terms not specified

Calibration on the source-defined text sample; confidence alone is not a quality ranking.

Board identity jev; evaluator run. Hosted jev-1.14.0, network timing; 14 October lab edition.

Raw ece: 0.0799; 31 benchmarks. ECE uses the publisher bins and weighting; native Brier convention stays distinct from other studies.

Community Decision Index 0.3.2; distinct from AA. Full = 20% public + 50% private same-skills + 30% private new-domains on publisher-normalized scales. Public suite is chance-corrected and coverage-adjusted; unanswered counts wrong. Some public runs are author-submitted and private runs evaluator-run; each record preserves that status. Small differences can be tied by the publisher. Snapshot date is not execution date. No underlying private test text is imported. Uses roughly one sixth of requests with discrete correct answers; benchmarks receive equal weight. ToolRet, BRIGHT and RouterBench are excluded. Known training exposure is penalized.

Checked / reported: 2026-10-17 · Samples: 34411

Snapshot: 2026-10-16T16:39:08Z · Revision: 0ddf6758073eb77ae449a3541f57286d7f39d93f · Published observations; result reuse terms not specified

Published Median latency for the board setup; hosted network and local inference are separate.

Board identity jev; evaluator run. Hosted jev-1.14.0, network timing; 14 October lab edition.

Hosted API, network round-trip from our lab: one sequential HTTPS client on the latency-v1 sample. Not comparable to the on-card single-process figures.

Community Decision Index 0.3.2; distinct from AA. Full = 20% public + 50% private same-skills + 30% private new-domains on publisher-normalized scales. Public suite is chance-corrected and coverage-adjusted; unanswered counts wrong. Some public runs are author-submitted and private runs evaluator-run; each record preserves that status. Small differences can be tied by the publisher. Snapshot date is not execution date. No underlying private test text is imported. Local GPU/runtime can differ between submitted and evaluator runs; not isolated architecture speed.

Checked / reported: 2026-10-17 · Samples: Not published

Snapshot: 2026-10-16T16:39:08Z · Revision: 0ddf6758073eb77ae449a3541f57286d7f39d93f · Published observations; result reuse terms not specified

Published p95 latency for the board setup; hosted network and local inference are separate.

Board identity jev; evaluator run. Hosted jev-1.14.0, network timing; 14 October lab edition.

Hosted API, network round-trip from our lab: one sequential HTTPS client on the latency-v1 sample. Not comparable to the on-card single-process figures.

Community Decision Index 0.3.2; distinct from AA. Full = 20% public + 50% private same-skills + 30% private new-domains on publisher-normalized scales. Public suite is chance-corrected and coverage-adjusted; unanswered counts wrong. Some public runs are author-submitted and private runs evaluator-run; each record preserves that status. Small differences can be tied by the publisher. Snapshot date is not execution date. No underlying private test text is imported. Local GPU/runtime can differ between submitted and evaluator runs; not isolated architecture speed.

Checked / reported: 2026-10-17 · Samples: Not published

Snapshot: 2026-10-16T16:39:08Z · Revision: 0ddf6758073eb77ae449a3541f57286d7f39d93f · Published observations; result reuse terms not specified

Text Decision Index 0.3.2 · Private new-domain score

Board identity jev; evaluator run. Hosted jev-1.14.0, network timing; 14 October lab edition.

Community Decision Index 0.3.2; distinct from AA. Full = 20% public + 50% private same-skills + 30% private new-domains on publisher-normalized scales. Public suite is chance-corrected and coverage-adjusted; unanswered counts wrong. Some public runs are author-submitted and private runs evaluator-run; each record preserves that status. Small differences can be tied by the publisher. Snapshot date is not execution date. No underlying private test text is imported.

Checked / reported: 2026-10-17 · Samples: Not published

Snapshot: 2026-10-16T16:39:08Z · Revision: 0ddf6758073eb77ae449a3541f57286d7f39d93f · Published observations; result reuse terms not specified

Text Decision Index 0.3.2 · Public score

Board identity jev; evaluator run. Hosted jev-1.14.0, network timing; 14 October lab edition.

Community Decision Index 0.3.2; distinct from AA. Full = 20% public + 50% private same-skills + 30% private new-domains on publisher-normalized scales. Public suite is chance-corrected and coverage-adjusted; unanswered counts wrong. Some public runs are author-submitted and private runs evaluator-run; each record preserves that status. Small differences can be tied by the publisher. Snapshot date is not execution date. No underlying private test text is imported.

Checked / reported: 2026-10-17 · Samples: Not published

Snapshot: 2026-10-16T16:39:08Z · Revision: 0ddf6758073eb77ae449a3541f57286d7f39d93f · Published observations; result reuse terms not specified

Text Decision Index 0.3.2 · Private same-skill score

Board identity jev; evaluator run. Hosted jev-1.14.0, network timing; 14 October lab edition.

Community Decision Index 0.3.2; distinct from AA. Full = 20% public + 50% private same-skills + 30% private new-domains on publisher-normalized scales. Public suite is chance-corrected and coverage-adjusted; unanswered counts wrong. Some public runs are author-submitted and private runs evaluator-run; each record preserves that status. Small differences can be tied by the publisher. Snapshot date is not execution date. No underlying private test text is imported.

Checked / reported: 2026-10-17 · Samples: Not published

Snapshot: 2026-10-16T16:39:08Z · Revision: 0ddf6758073eb77ae449a3541f57286d7f39d93f · Published observations; result reuse terms not specified

Text Decision Index 0.3.2 · Full score

Board identity jev; evaluator run. Hosted jev-1.14.0, network timing; 14 October lab edition.

Community Decision Index 0.3.2; distinct from AA. Full = 20% public + 50% private same-skills + 30% private new-domains on publisher-normalized scales. Public suite is chance-corrected and coverage-adjusted; unanswered counts wrong. Some public runs are author-submitted and private runs evaluator-run; each record preserves that status. Small differences can be tied by the publisher. Snapshot date is not execution date. No underlying private test text is imported.

Checked / reported: 2026-10-17 · Samples: Not published

Snapshot: 2026-10-16T16:39:08Z · Revision: 0ddf6758073eb77ae449a3541f57286d7f39d93f · Published observations; result reuse terms not specified

Liquid vendor’s 112 unique evaluations grouped as Average; not an independent index.

Liquid vendor-run October 15 panel. Exact d1-ultra/Jev 1.14/d3 labels; remaining endpoint revisions and served precision unspecified.

Figure-only printed quantity. Source does not publish per-task weights, complete item populations or all inference settings. Average is the vendor’s published aggregate, never recomputed from rounded domains. Peer model exact hosted revisions can be unspecified.

Checked / reported: 2026-10-17 · Samples: Not published

Snapshot: 2026-10-15 · Revision: Release figures 2026-10-15 · Published observations; result reuse terms not specified

Liquid vendor’s 112 unique evaluations grouped as Business and new fields; not an independent index.

Liquid vendor-run October 15 panel. Exact d1-ultra/Jev 1.14/d3 labels; remaining endpoint revisions and served precision unspecified.

Figure-only printed quantity. Source does not publish per-task weights, complete item populations or all inference settings. Average is the vendor’s published aggregate, never recomputed from rounded domains. Peer model exact hosted revisions can be unspecified.

Checked / reported: 2026-10-17 · Samples: Not published

Snapshot: 2026-10-15 · Revision: Release figures 2026-10-15 · Published observations; result reuse terms not specified

Liquid vendor’s 112 unique evaluations grouped as Judgment and taste; not an independent index.

Liquid vendor-run October 15 panel. Exact d1-ultra/Jev 1.14/d3 labels; remaining endpoint revisions and served precision unspecified.

Figure-only printed quantity. Source does not publish per-task weights, complete item populations or all inference settings. Average is the vendor’s published aggregate, never recomputed from rounded domains. Peer model exact hosted revisions can be unspecified.

Checked / reported: 2026-10-17 · Samples: Not published

Snapshot: 2026-10-15 · Revision: Release figures 2026-10-15 · Published observations; result reuse terms not specified

Liquid vendor’s 112 unique evaluations grouped as Knowledge and reasoning; not an independent index.

Liquid vendor-run October 15 panel. Exact d1-ultra/Jev 1.14/d3 labels; remaining endpoint revisions and served precision unspecified.

Figure-only printed quantity. Source does not publish per-task weights, complete item populations or all inference settings. Average is the vendor’s published aggregate, never recomputed from rounded domains. Peer model exact hosted revisions can be unspecified.

Checked / reported: 2026-10-17 · Samples: Not published

Snapshot: 2026-10-15 · Revision: Release figures 2026-10-15 · Published observations; result reuse terms not specified

Liquid vendor’s 112 unique evaluations grouped as Languages; not an independent index.

Liquid vendor-run October 15 panel. Exact d1-ultra/Jev 1.14/d3 labels; remaining endpoint revisions and served precision unspecified.

Figure-only printed quantity. Source does not publish per-task weights, complete item populations or all inference settings. Average is the vendor’s published aggregate, never recomputed from rounded domains. Peer model exact hosted revisions can be unspecified.

Checked / reported: 2026-10-17 · Samples: Not published

Snapshot: 2026-10-15 · Revision: Release figures 2026-10-15 · Published observations; result reuse terms not specified

Liquid vendor’s 112 unique evaluations grouped as Pictures; not an independent index.

Liquid vendor-run October 15 panel. Exact d1-ultra/Jev 1.14/d3 labels; remaining endpoint revisions and served precision unspecified.

Figure-only printed quantity. Source does not publish per-task weights, complete item populations or all inference settings. Average is the vendor’s published aggregate, never recomputed from rounded domains. Peer model exact hosted revisions can be unspecified.

Checked / reported: 2026-10-17 · Samples: Not published

Snapshot: 2026-10-15 · Revision: Release figures 2026-10-15 · Published observations; result reuse terms not specified

Liquid vendor’s 112 unique evaluations grouped as Robustness; not an independent index.

Liquid vendor-run October 15 panel. Exact d1-ultra/Jev 1.14/d3 labels; remaining endpoint revisions and served precision unspecified.

Figure-only printed quantity. Source does not publish per-task weights, complete item populations or all inference settings. Average is the vendor’s published aggregate, never recomputed from rounded domains. Peer model exact hosted revisions can be unspecified.

Checked / reported: 2026-10-17 · Samples: Not published

Snapshot: 2026-10-15 · Revision: Release figures 2026-10-15 · Published observations; result reuse terms not specified

Liquid vendor’s 112 unique evaluations grouped as Safety and policy; not an independent index.

Liquid vendor-run October 15 panel. Exact d1-ultra/Jev 1.14/d3 labels; remaining endpoint revisions and served precision unspecified.

Figure-only printed quantity. Source does not publish per-task weights, complete item populations or all inference settings. Average is the vendor’s published aggregate, never recomputed from rounded domains. Peer model exact hosted revisions can be unspecified.

Checked / reported: 2026-10-17 · Samples: Not published

Snapshot: 2026-10-15 · Revision: Release figures 2026-10-15 · Published observations; result reuse terms not specified

Liquid vendor’s 112 unique evaluations grouped as Tools and agents; not an independent index.

Liquid vendor-run October 15 panel. Exact d1-ultra/Jev 1.14/d3 labels; remaining endpoint revisions and served precision unspecified.

Figure-only printed quantity. Source does not publish per-task weights, complete item populations or all inference settings. Average is the vendor’s published aggregate, never recomputed from rounded domains. Peer model exact hosted revisions can be unspecified.

Checked / reported: 2026-10-17 · Samples: Not published

Snapshot: 2026-10-15 · Revision: Release figures 2026-10-15 · Published observations; result reuse terms not specified

Vendor-defined mean of absolute accuracy minus chosen confidence; not interchangeable with other studies’ ECE.

Liquid vendor figure: mean absolute accuracy−confidence on chosen option; hardware/precision unpublished.

Printed figure values manually inspected. Curve coordinates are not reconstructed. Source task weighting and binning are not fully published.

Checked / reported: 2026-10-17 · Samples: Not published

Snapshot: 2026-10-15 · Revision: Release figure 2026-10-15 · Published observations; result reuse terms not specified

TypeSafe’s evolving private internal measurement; its own warning says likely biased toward its models.

TypeSafe release figure; exact named checkpoint. Internal suite/hardware and detailed calibration definition unpublished.

Figure-only printed values manually inspected. No stable suite or metric formula is published. Not the AA or HF Decision Index, and not comparable to other ECE definitions.

Checked / reported: 2026-10-17 · Samples: Not published

Snapshot: 2026-10-14 · Revision: Launch figures 2026-10-14 · Published observations; result reuse terms not specified

TypeSafe’s evolving private internal measurement; its own warning says likely biased toward its models.

TypeSafe release figure; exact named checkpoint. Internal suite/hardware and detailed calibration definition unpublished.

Figure-only printed values manually inspected. No stable suite or metric formula is published. Not the AA or HF Decision Index, and not comparable to other ECE definitions.

Checked / reported: 2026-10-17 · Samples: Not published

Snapshot: 2026-10-14 · Revision: Launch figures 2026-10-14 · Published observations; result reuse terms not specified