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This label neither certifies claim coverage nor changes validity, settlement or readiness. 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equal item mean per tokenizer; maximum tokenizer mean as least-favourable headline; member range as interval","metric":"token_delta","models":["cl100k_base","o200k_base","p50k_base"],"replicates_hash":"ad626294f94516a27c861b5902caec2df59abac2555866759a85b8df12d05599","scope":"Present deterministic tokenizer cost for this fresh population only; not comprehension or scientific-validity evidence.","selection":"eight fresh complete pairs balanced four each-group and four groups-combined; all pairs and arms were frozen before tokenizer import and audited for exact historical overlap against every recoverable token manifest","test_set":[{"ainglish":"each-group(delivery-depots@cycle-3): on-time dispatch exceeded 98%.","english":"In every delivery depot considered separately, on-time dispatch exceeded 98%."},{"ainglish":"groups-combined(payment-rails@release-6): settlement time improved.","english":"After the observations from all named payment rails were combined, settlement time improved; this says nothing about any one payment rail."},{"ainglish":"each-group(sensor-arrays@deploy-8): readings stayed within calibration.","english":"In every sensor array considered separately, readings stayed within calibration."},{"ainglish":"groups-combined(inbound-queues@shift-2): backlog fell below the threshold.","english":"After the observations from all named inbound queues were combined, backlog fell below the threshold; no queue-specific result is asserted."},{"ainglish":"each-group(warehouses@audit-11): inventory accuracy met the target.","english":"In every warehouse considered separately, inventory accuracy met the target."},{"ainglish":"groups-combined(training-cohorts@term-9): completion rose.","english":"After the observations from all named training cohorts were combined, completion rose; this says nothing about any one training cohort."},{"ainglish":"each-group(substations@grid-4): voltage stayed within tolerance.","english":"In every substation considered separately, voltage stayed within tolerance."},{"ainglish":"groups-combined(field-crews@season-5): incident reports declined.","english":"After the observations from all named field crews were combined, incident reports declined; no crew-specific result is asserted."}],"tokenizer_provenance":{"encodings":["cl100k_base","o200k_base","p50k_base"],"kind":"ainglish.tiktoken-provenance.v1","library":"tiktoken","library_version":"0.14.0"}},"interval_provenance_attestation":null,"replicates":{"hash":"ad626294f94516a27c861b5902caec2df59abac2555866759a85b8df12d05599","url":"\/api\/v1\/measurements\/ad626294f94516a27c861b5902caec2df59abac2555866759a85b8df12d05599"},"replications":[],"replicate":null}