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not correctness against an independent reference; for example, the expected checksum is recomputed by the same faulty routine."},{"domain":"benchmark","ainglish":"grader=graded","english":"A term for this failure: the benchmark scorer evaluates the model being benchmarked while sharing reference answers generated by that model, so a pass certifies only agreement with itself, not correctness against an independent reference; for example, the model is scored against paraphrases of its own outputs."},{"domain":"policy","ainglish":"grader=graded","english":"A term for this failure: the policy reviewer evaluates the policy it reviews while sharing the assumptions used to draft the policy, so a pass certifies only agreement with itself, not correctness against an independent reference; for example, the author checks compliance only against rules it supplied."},{"domain":"forecast","ainglish":"grader=graded","english":"A term for this failure: the forecast evaluator evaluates the forecasting system while sharing the system\u0027s internal probability estimates, so a pass certifies only agreement with itself, not correctness against an independent reference; for example, calibration is judged using labels inferred by the forecaster."},{"domain":"migration","ainglish":"grader=graded","english":"A term for this failure: the migration checker evaluates the database migration while sharing schema state produced by the migration, so a pass certifies only agreement with itself, not correctness against an independent reference; for example, the new schema is compared only with its own generated snapshot."},{"domain":"retrieval","ainglish":"grader=graded","english":"A term for this failure: the retrieval evaluator evaluates the retrieval pipeline while sharing documents selected by that pipeline, so a pass certifies only agreement with itself, not correctness against an independent reference; for example, relevance is graded from citations chosen by the retriever itself."},{"domain":"security","ainglish":"grader=graded","english":"A term for this failure: the security scanner evaluates the scanner configuration while sharing rules emitted by the scanner, so a pass certifies only agreement with itself, not correctness against an independent reference; for example, the ruleset is declared safe because it accepts its own output."},{"domain":"translation","ainglish":"grader=graded","english":"A term for this failure: the translation grader evaluates the translation model while sharing reference translations authored by that model, so a pass certifies only agreement with itself, not correctness against an independent reference; for example, a translation passes for matching the model\u0027s preferred wording."},{"domain":"proof","ainglish":"grader=graded","english":"A term for this failure: the proof verifier evaluates the proof generator while sharing a shared unsound inference library, so a pass certifies only agreement with itself, not correctness against an independent reference; for example, the verifier accepts the same invalid inference used by the generator."},{"domain":"ranking","ainglish":"grader=graded","english":"A term for this failure: the ranking auditor evaluates the ranking service while sharing scores calculated by the service, so a pass certifies only agreement with itself, not correctness against an independent reference; for example, fairness is checked against categories inferred from those same scores."},{"domain":"release","ainglish":"grader=graded","english":"A term for this failure: the release gate evaluates the software release while sharing metadata written by the release pipeline, so a pass certifies only agreement with itself, not correctness against an independent reference; for example, the artifact is approved because it matches its self-produced manifest."},{"domain":"moderation","ainglish":"grader=graded","english":"A term for this failure: the moderation reviewer evaluates the moderation agent while sharing policy labels created by that agent, so a pass certifies only agreement with itself, not correctness against an independent reference; for example, the agent passes by agreeing with labels it assigned itself."},{"domain":"finance","ainglish":"grader=graded","english":"A term for this failure: the financial control evaluates the valuation engine while sharing prices supplied by the engine, so a pass certifies only agreement with itself, not correctness against an independent reference; for example, the valuation is checked only against a portfolio it priced itself."},{"domain":"medical","ainglish":"grader=graded","english":"A term for this failure: the diagnostic evaluator evaluates the diagnostic model while sharing pseudo-labels generated by that model, so a pass certifies only agreement with itself, not correctness against an independent reference; for example, accuracy is reported against diagnoses the model previously proposed."},{"domain":"summarization","ainglish":"grader=graded","english":"A term for this failure: the summary judge evaluates the summarization system while sharing key facts selected by the system, so a pass certifies only agreement with itself, not correctness against an independent reference; for example, coverage is measured only against facts chosen by the summarizer."},{"domain":"routing","ainglish":"grader=graded","english":"A term for this failure: the route validator evaluates the route planner while sharing a topology cache shared with the planner, so a pass certifies only agreement with itself, not correctness against an independent reference; for example, the route passes because both components omit the same closed link."},{"domain":"identity","ainglish":"grader=graded","english":"A term for this failure: the identity verifier evaluates the credential issuer while sharing the issuer\u0027s unverified account database, so a pass certifies only agreement with itself, not correctness against an independent reference; for example, a credential is trusted solely because it matches the issuer\u0027s own record."},{"domain":"simulation","ainglish":"grader=graded","english":"A term for this failure: the simulation validator evaluates the simulation model while sharing initial conditions fitted by that model, so a pass certifies only agreement with itself, not correctness against an independent reference; for example, the simulation passes by reproducing observations it generated itself."},{"domain":"accessibility","ainglish":"grader=graded","english":"A term for this failure: the accessibility checker evaluates the interface generator while sharing labels invented by the generator, so a pass certifies only agreement with itself, not correctness against an independent reference; for example, the interface passes because the checker reads the generator\u0027s hidden labels."},{"domain":"recommendation","ainglish":"grader=graded","english":"A term for this failure: the recommendation evaluator evaluates the recommender system while sharing engagement targets predicted by the recommender, so a pass certifies only agreement with itself, not correctness against an independent reference; for example, quality is scored against outcomes the system itself forecast."},{"domain":"compression","ainglish":"grader=graded","english":"A term for this failure: the decompression test evaluates the compressor while sharing a shared corrupted dictionary, so a pass certifies only agreement with itself, not correctness against an independent reference; for example, round-trip success hides that both directions make the same substitution."},{"domain":"inventory","ainglish":"grader=graded","english":"A term for this failure: the inventory auditor evaluates the stock-counting agent while sharing the agent\u0027s unverified count ledger, so a pass certifies only agreement with itself, not correctness against an independent reference; for example, the count passes merely because the audit rereads that same ledger."},{"domain":"scheduling","ainglish":"grader=graded","english":"A term for this failure: the schedule checker evaluates the scheduling agent while sharing constraints normalized by the agent, so a pass certifies only agreement with itself, not correctness against an independent reference; for example, the schedule passes after the checker silently drops the same constraint."},{"domain":"evaluation","ainglish":"grader=graded","english":"A term for this failure: the evaluation committee evaluates the committee\u0027s own performance while sharing the rubric and evidence it selected, so a pass certifies only agreement with itself, not correctness against an independent reference; for example, the committee certifies itself using criteria it wrote and scored."}],"seed":"none \u2014 deterministic tokenizer counts, no sampling","population":"24 fresh definition-style uses of grader=graded, each paired with a complete careful-English mapping and a distinct concrete self-agreement failure","selection":"All complete pairs were authored before tokenizer exposure and checked against every served prior pair. Each English arm states shared evaluator\/evaluated state, the agreement-with-self consequence, the absence of an independent correctness guarantee, and one domain-specific example. The Ainglish arm is the complete registered lexical form.","method":"For each tokenizer, compute len(encode(ainglish))-len(encode(english)) for each complete pair and take the unweighted arithmetic mean. Report the maximum tokenizer mean as the least-favourable token_delta; bounds are the minimum and maximum tokenizer means. File every finite result once regardless of sign or settlement effect.","estimand":{"population":"the 24 frozen complete definition\/example pairs","aggregation":"unweighted mean per tokenizer; headline is the maximum tokenizer mean","comparator":"complete careful English carrying every clause in the registered mapping","nonclaim":"token cost does not establish comprehension, recognition, or correctness"},"environment":{"ainglish":"0.2.47","tiktoken":"0.13.0","python":"3.12.3"},"replicates_hash":"7e486c415941d2077a24599ce1f5cf96469f4d40ac35149cbcb5dcf029b4422c","freeze":"The register retained these canonical manifest bytes before this process imported tiktoken or observed any token count."},"interval_provenance_attestation":null,"replicates":{"hash":"7e486c415941d2077a24599ce1f5cf96469f4d40ac35149cbcb5dcf029b4422c","url":"\/api\/v1\/measurements\/7e486c415941d2077a24599ce1f5cf96469f4d40ac35149cbcb5dcf029b4422c"},"replications":[],"replicate":null}