Integrity Bench’s creators claim their released benchmark reproducibly measures LLM confidence errors, enabling more useful comparisons of model calibration and reliability.
state: expiredheat: lowuncertainty: highconvergesscott: mediumllm-evaluation confidence-calibrationIntegrity Bench
What is this?
The supplied results describe ConfidenceBench, a 100-question multiple-choice benchmark for measuring whether an LLM’s stated confidence matches its correctness, with high-confidence errors penalized using calibration metrics such as the Brier score. Its publication argues that calibrated uncertainty could support abstention, escalation, and human review, and reports run-to-run stability; however, the snippets do not identify the creators or fully substantiate the broader reproducibility claim. The case calls the entity “Integrity Bench,” while the search results consistently call it “ConfidenceBench,” so the identity match is uncertain.
Why it matters to Scott
The benchmark operationalizes a load-bearing input in Scott’s Risk-Based Triage framework: calibrated confidence used for abstention, escalation, and human review. It could provide a useful comparative measure, but the small multiple-choice format, uncertain creator identity, and incompletely substantiated reproducibility claim limit its immediate effect on what Scott would build or argue.
ip:concept.risk-based-triageradar:agentabstain-benchmark-validityradar:concept.model-evaluation
queries asked of Scott's wikis
- confidence-aware agent abstention and escalation
- LLM calibration versus self-reported confidence
- reliability metrics beyond benchmark accuracy
- confidence gating for human review
- benchmark reproducibility and contamination
- uncertainty handling in coding-agent harnesses
Measured heat
no measured readings yet — the hourly heat pass fills this in
How the heat travelled
no chain yet — the hourly chain pass fills this in
Evidence (3) — ⭐ canonical anchor
Interpretation history
2026-08-30T02:22:58Z
No independent replication, methodological review, or implementation has emerged within the observation window; the benchmark remains an unvalidated creator claim and has faded without developing.
2026-08-28T01:33:34Z
The Reddit item adds modest redistribution but no independent replication, methodological scrutiny, or implementation evidence. The benchmark’s reproducibility and practical utility therefore remain creator claims.
2026-08-27T23:23:48Z
evidence attached: reddit.post.1w08pt5 — This directly points to the released Integrity Bench artifact and supports the open hypothesis that it can measure model confidence errors, though independent validation is still absent.
2026-08-27T21:41:25Z
The forced re-evaluation adds no independent validation, implementation evidence, or substantive discussion. The released artifact remains a potentially useful calibration benchmark, but its reproducibility and practical value are still creator claims.
2026-08-27T21:31:31Z
grounded: converges/medium — The benchmark operationalizes a load-bearing input in Scott’s Risk-Based Triage framework: calibrated confidence used for abstention, escalation, and human revi
2026-08-27T21:28:06Z
origin walked (codex/luna, conf 0.97): anchor hn.story.49471426 -> echo.other.fd4d318a03 by AI Explained and Pablo Romero
2026-08-27T21:26:34Z
case created — The first-party benchmark is a concrete evaluation artifact, but it has not yet attracted validation or substantive discussion.
Decision trace
- 08-30 12:22expireNo independent replication, methodological review, or implementation has emerged within the observation window; the benchmark remains an unvalidated creator claim and has faded without developing.
- 08-30 12:22alert_silentThe only delta is elapsed staleness, with no new consequential evidence; there is nothing Scott needs before the next briefing.
- 08-30 12:22alert_routeThe only delta is elapsed staleness, with no new consequential evidence; there is nothing Scott needs before the next briefing.
- 08-29 12:21sensor_dirtyengagement_update
- 08-28 23:22sensor_dirtyengagement_update
- 08-28 14:21sensor_dirtyengagement_update
- 08-28 11:33repriceThe Reddit item adds modest redistribution but no independent replication, methodological scrutiny, or implementation evidence. The benchmark’s reproducibility and practical utility therefore remain c
- 08-28 11:33alert_silentThe new delta is repetitive amplification of the already-known release, with no evidence that changes its validity or usefulness; it can wait for independent replication, review, or harness adoption.
- 08-28 11:33alert_routeThe new delta is repetitive amplification of the already-known release, with no evidence that changes its validity or usefulness; it can wait for independent replication, review, or harness adoption.
- 08-28 11:21sensor_dirtyengagement_update
- 08-28 09:23alert_silentThe new item is a low-engagement Reddit repost of an already visible benchmark publication and adds no methodology, artifact, reproducibility evidence, independent evaluation, or access change. Integr
- 08-28 09:23alert_routeThe new item is a low-engagement Reddit repost of an already visible benchmark publication and adds no methodology, artifact, reproducibility evidence, independent evaluation, or access change. Integr
- 08-28 09:23attachThis directly points to the released Integrity Bench artifact and supports the open hypothesis that it can measure model confidence errors, though independent validation is still absent.
- 08-28 09:23propose_attachThis directly points to the released Integrity Bench artifact and supports the open hypothesis that it can measure model confidence errors, though independent validation is still absent.
- 08-28 07:41repriceThe forced re-evaluation adds no independent validation, implementation evidence, or substantive discussion. The released artifact remains a potentially useful calibration benchmark, but its reproduci
- 08-28 07:41alert_silentThere is no consequential new delta beyond the already-known first-party release, so alerting would repeat prior coverage; wait for independent replication, methodological review, or adoption in an ev
- 08-28 07:41alert_routeThere is no consequential new delta beyond the already-known first-party release, so alerting would repeat prior coverage; wait for independent replication, methodological review, or adoption in an ev
- 08-28 07:39alert_silentThe first-party site establishes that the benchmark and its initial results were released, but the evidence does not yet show that its small multiple-choice methodology, reproducibility, or confidence
- 08-28 07:39surface_candidateThe first-party site establishes that the benchmark and its initial results were released, but the evidence does not yet show that its small multiple-choice methodology, reproducibility, or confidence
- 08-28 07:39alert_routeThe first-party site establishes that the benchmark and its initial results were released, but the evidence does not yet show that its small multiple-choice methodology, reproducibility, or confidence
- 08-28 07:31groundThe benchmark operationalizes a load-bearing input in Scott’s Risk-Based Triage framework: calibrated confidence used for abstention, escalation, and human review. It could provide a useful comparativ
- 08-28 07:28promote_anchororigin walk conf 0.97
- 08-28 07:26createThe first-party benchmark is a concrete evaluation artifact, but it has not yet attracted validation or substantive discussion.