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Audit the evaluation before trusting the score
This notebook reruns the attached offline analysis. Place all bundle files in one directory and run from that directory. The default path uses Python’s standard library only. Published measurements, metadata and illustrative numerical probes are identified in the article and provenance. No model or API calls occur.
All analysis assertions passed; figures and results regenerated.
{
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"skip_reason": "AIME problem text is not redistributed in OSS; rows expose `url` and `source` instead of `problem`.",
"y_rule": "shared_rules.intervention_answer_graders.answer_checking_autograder",
"z_rule": "shared_rules.intervention_monitors.hint_monitor"
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{
"dataset": "intervention/memory_advice.jsonl",
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"y_rule": "shared_rules.intervention_answer_graders.memory_advice_answer_grader",
"z_rule": "shared_rules.intervention_monitors.memory_advice_monitor"
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{
"dataset": "intervention/scruples_first_person.jsonl",
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"dataset": "intervention/wmdp_sandbagging.jsonl",
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{
"dataset": "process/process_aime_math.jsonl",
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"y_rule": "shared_rules.process_labeling.answer_grader",
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"dataset": "process/process_gpqa_physics.jsonl",
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},
{
"dataset": "outcome/flaky_tools_charxiv.jsonl",
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"status": "explicitly skipped",
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"skip_reason": "Flaky Tools evals depend on tool/runtime-specific tool availability and are intentionally excluded from the mock OSS scaffold.",
"y_rule": "shared_rules.flaky_tools_outcome.answer_judge",
"z_rule": "shared_rules.flaky_tools_outcome.monitor"
},
{
"dataset": "outcome/livebench.md",
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"skip_reason": null,
"y_rule": "Outcome answer judging is dataset-specific (not included as JSONL in this repo).",
"z_rule": {
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"z_positive_answers": [
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]
}
},
{
"dataset": "outcome/shadearena.md",
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"z_rule": {
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"verified_prompt_reference_occurrences": 26,
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},
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},
"all_messages": {
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}
}
},
"scope_configuration_arithmetic": [
{
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"mock_tnr": 0.78,
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},
{
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},
{
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],
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}
Regenerated figures
The following rich SVG outputs come from files regenerated by the preceding code, not screenshots of an external result.
Python runs locally in this page. Saved results and figures are visible before execution.