{"report_target":{"type":"measurement","id":"fdd0bc72-294b-453d-9da9-8d1145317ffe"},"metric":"token_delta","formula_version":1,"value":0.875,"value_lo":-0.625,"value_hi":0.875,"value_uncensored":null,"floor_cells":null,"panel_models":["cl100k_base","o200k_base","p50k_base"],"panel_members":3,"panel_neff":3,"panel_neff_basis":"computed:tokenizer_lineage","panel_neff_declared":null,"panel_agreement":null,"resample_down":null,"yield_report":null,"calibration":null,"replication_comparison":{"rule":"point-and-strata-relative-v1","original_value":0.75,"replication_value":0.875,"absolute_difference":0.125,"tolerance":{"relative":0.1000000000000000055511151231257827021181583404541015625,"absolute_floor":0.0200000000000000004163336342344337026588618755340576171875,"effective":0.075000000000000011102230246251565404236316680908203125},"roster_changed":false,"shared_members":[{"member":"cl100k_base","original_value":-0.875,"replication_value":-0.125,"difference":0.75,"absolute_difference":0.75},{"member":"o200k_base","original_value":-1.25,"replication_value":-0.625,"difference":0.625,"absolute_difference":0.625},{"member":"p50k_base","original_value":0.75,"replication_value":0.875,"difference":0.125,"absolute_difference":0.125}],"reproduced_ok":false,"member_diagnostics_effect":"diagnostic_only","aggregate_reproduced_ok":false,"strata":[{"id":"each-group","weight":1,"share":0.5,"original_value":0.75,"replication_value":0.875,"absolute_difference":0.125,"tolerance":0.075000000000000011102230246251565404236316680908203125,"reproduced_ok":false},{"id":"groups-combined","weight":1,"share":0.5,"original_value":0.75,"replication_value":0.875,"absolute_difference":0.125,"tolerance":0.075000000000000011102230246251565404236316680908203125,"reproduced_ok":false}],"strata_effect":"required_all","commensurability":{"verdict":"point_fallback","rule_version":"0fa4ffa41d5ac6ff70ba64fd2f26e9ad8657fe1d6b2a2439bd4d20411195010f","keys":{"formula_version":{"original":1,"replication":1,"gates":false,"gate_rule":"formula_version_unequal"},"unit":{"original":"one complete assertion including its verbatim group reference","replication":"one complete assertion including its verbatim group reference","gates":false,"gate_rule":"unit_mismatch"},"interval_kind":{"original":"member_span","replication":"member_span","declared_original":"member_span","declared_replication":"member_span","derived":true,"gates":false,"gate_rule":"interval_kind_conflict"},"declared_kind_original":{"original":"member_span","replication":"member_span","gates":false,"gate_rule":"declared_kind_conflicts_derived_original"},"declared_kind_replication":{"original":"member_span","replication":"member_span","gates":false,"gate_rule":"declared_kind_conflicts_derived_replication"},"estimand_digest":{"original":"ac6be3ec4f8106099d11767ba9d69344e8d5543f4dce159dc2ddd7909ff8dc1b","replication":"ac6be3ec4f8106099d11767ba9d69344e8d5543f4dce159dc2ddd7909ff8dc1b","gates":false,"differs":false,"gate_rule":"estimand_digest_differs"}},"held_on":[],"non_operative_facts":[],"diagnostic_note":"keys.gate_rule names a check, not an observed failure. held_on lists the operative hold reasons; non_operative_facts records checks that do not decide a distinct-question verdict. 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This label neither certifies claim coverage nor changes validity, settlement or readiness. A diagnostic can still expose genuine harm.","status":"declared","label":"Intended test of the proposal\u2019s claim"},"derivation_verified":true,"token_derivation":{"kind":"ainglish.server-token-derivation.v1","verified":true,"manifest_hash":"f895591af5f0c0c5b00aa2921030bf368085b123d220bc4177e61a530dbb8e1a","verified_at":"2026-09-15T10:58:09+00:00","implementation":"yethee\/tiktoken:1.1.1:NativeEncoder","pcre_version":"10.40 2022-04-14","encodings":{"cl100k_base":{"vocab_sha256":"223921b76ee99bde995b7ff738513eef100fb51d18c93597a113bcffe865b2a7","pattern_sha256":"d98f9631be1e9607a9848c26c1f9eac1aa9fc21ac6ba82a2fc0741af9780a48f"},"o200k_base":{"vocab_sha256":"446a9538cb6c348e3516120d7c08b09f57c36495e2acfffe59a5bf8b0cfb1a2d","pattern_sha256":"0d147c72e687a7c02b132ecb993d0ba5dc0a4011030e6d17655fdb532c16f4ff"},"p50k_base":{"vocab_sha256":"94b5ca7dff4d00767bc256fdd1b27e5b17361d7b8a5f968547f9f23eb70d2069","pattern_sha256":"eeb55ba74cc544ae7067587b680d16521d9891de9e94c7ba9412c0e0e93b1c36"}},"pair_count":64,"token_delta_sums":{"cl100k_base":-8,"o200k_base":-40,"p50k_base":56},"per_member":{"cl100k_base":-0.125,"o200k_base":-0.625,"p50k_base":0.875},"headline_model":"p50k_base","value":0.875,"strata":{"cl100k_base":{"each-group":-0.625,"groups-combined":0.375},"o200k_base":{"each-group":-0.625,"groups-combined":-0.625},"p50k_base":{"each-group":0.875,"groups-combined":0.875}},"comparison_tolerance":9.9999999999999997988664762925561536725284350612952266601496376097202301025390625e-13,"scope":"Recounted submitted text and arithmetic only; not comparator adequacy, independent replication, comprehension, or future-trained efficiency."},"tokenizer_provenance":{"library":"tiktoken","version":"0.14.0"},"input_disjointness":1,"side_overlap":{"english_shared":0,"ainglish_shared":0,"english_total":64,"ainglish_total":64},"side_overlap_inspection":{"status":"evaluated","reason":null,"counts":{"english_shared":0,"ainglish_shared":0,"english_total":64,"ainglish_total":64},"bank_digest":"different","normalisation":"exact-bytes","report_only":true,"interpretation":"Bank identity is not pair-level overlap. 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hold in every group, or only after pooling them?","stage":"measured","url":"\/api\/v1\/proposals\/each-group-group-set-ref-clause-groups-combined-group-set","proposal_record":"\/proposals\/a-4fsc7etzs8ctsjwp"},"stance":"neutral","manifest":{"kind":"saturnia.ainglish.each-group-reference-equal-token-replication.v1","metric":"token_delta","models":["cl100k_base","o200k_base","p50k_base"],"test_set":[{"id":"sat-group-cost-20260915-service-0-each-group","domain":"service","stratum":"each-group","english":"In every group in endpoints-juniper-v11, the median response stayed below 14 ms.","ainglish":"each-group(endpoints-juniper-v11): the median response stayed below 14 ms."},{"id":"sat-group-cost-20260915-service-0-groups-combined","domain":"service","stratum":"groups-combined","english":"For all groups in endpoints-juniper-v11 combined, the median response stayed below 14 ms.","ainglish":"groups-combined(endpoints-juniper-v11): the median response stayed below 14 ms."},{"id":"sat-group-cost-20260915-service-1-each-group","domain":"service","stratum":"each-group","english":"In every group in endpoints-juniper-v11, the timeout share fell below 3%.","ainglish":"each-group(endpoints-juniper-v11): the timeout share fell below 3%."},{"id":"sat-group-cost-20260915-service-1-groups-combined","domain":"service","stratum":"groups-combined","english":"For all groups in endpoints-juniper-v11 combined, the timeout share fell below 3%.","ainglish":"groups-combined(endpoints-juniper-v11): the timeout share fell below 3%."},{"id":"sat-group-cost-20260915-service-2-each-group","domain":"service","stratum":"each-group","english":"In every group in endpoints-juniper-v11, the successful-request share increased.","ainglish":"each-group(endpoints-juniper-v11): the successful-request share increased."},{"id":"sat-group-cost-20260915-service-2-groups-combined","domain":"service","stratum":"groups-combined","english":"For all groups in endpoints-juniper-v11 combined, the successful-request share increased.","ainglish":"groups-combined(endpoints-juniper-v11): the successful-request share increased."},{"id":"sat-group-cost-20260915-service-3-each-group","domain":"service","stratum":"each-group","english":"In every group in endpoints-juniper-v11, the mean queue depth decreased.","ainglish":"each-group(endpoints-juniper-v11): the mean queue depth decreased."},{"id":"sat-group-cost-20260915-service-3-groups-combined","domain":"service","stratum":"groups-combined","english":"For all groups in endpoints-juniper-v11 combined, the mean queue depth decreased.","ainglish":"groups-combined(endpoints-juniper-v11): the mean queue depth decreased."},{"id":"sat-group-cost-20260915-manufacturing-0-each-group","domain":"manufacturing","stratum":"each-group","english":"In every group in cells-indigo-v10, the scrap rate fell below 1.5%.","ainglish":"each-group(cells-indigo-v10): the scrap rate fell below 1.5%."},{"id":"sat-group-cost-20260915-manufacturing-0-groups-combined","domain":"manufacturing","stratum":"groups-combined","english":"For all groups in cells-indigo-v10 combined, the scrap rate fell below 1.5%.","ainglish":"groups-combined(cells-indigo-v10): the scrap rate fell below 1.5%."},{"id":"sat-group-cost-20260915-manufacturing-1-each-group","domain":"manufacturing","stratum":"each-group","english":"In every group in cells-indigo-v10, the median cycle time decreased.","ainglish":"each-group(cells-indigo-v10): the median cycle time decreased."},{"id":"sat-group-cost-20260915-manufacturing-1-groups-combined","domain":"manufacturing","stratum":"groups-combined","english":"For all groups in cells-indigo-v10 combined, the median cycle time decreased.","ainglish":"groups-combined(cells-indigo-v10): the median cycle time decreased."},{"id":"sat-group-cost-20260915-manufacturing-2-each-group","domain":"manufacturing","stratum":"each-group","english":"In every group in cells-indigo-v10, the passed-inspection share exceeded 94%.","ainglish":"each-group(cells-indigo-v10): the passed-inspection share exceeded 94%."},{"id":"sat-group-cost-20260915-manufacturing-2-groups-combined","domain":"manufacturing","stratum":"groups-combined","english":"For all groups in cells-indigo-v10 combined, the passed-inspection share exceeded 94%.","ainglish":"groups-combined(cells-indigo-v10): the passed-inspection share exceeded 94%."},{"id":"sat-group-cost-20260915-manufacturing-3-each-group","domain":"manufacturing","stratum":"each-group","english":"In every group in cells-indigo-v10, the mean tool-change duration increased.","ainglish":"each-group(cells-indigo-v10): the mean tool-change duration increased."},{"id":"sat-group-cost-20260915-manufacturing-3-groups-combined","domain":"manufacturing","stratum":"groups-combined","english":"For all groups in cells-indigo-v10 combined, the mean tool-change duration increased.","ainglish":"groups-combined(cells-indigo-v10): the mean tool-change duration increased."},{"id":"sat-group-cost-20260915-education-0-each-group","domain":"education","stratum":"each-group","english":"In every group in cohorts-maple-v12, the quiz-completion share increased.","ainglish":"each-group(cohorts-maple-v12): the quiz-completion share increased."},{"id":"sat-group-cost-20260915-education-0-groups-combined","domain":"education","stratum":"groups-combined","english":"For all groups in cohorts-maple-v12 combined, the quiz-completion share increased.","ainglish":"groups-combined(cohorts-maple-v12): the quiz-completion share increased."},{"id":"sat-group-cost-20260915-education-1-each-group","domain":"education","stratum":"each-group","english":"In every group in cohorts-maple-v12, the median feedback delay fell below 36 hours.","ainglish":"each-group(cohorts-maple-v12): the median feedback delay fell below 36 hours."},{"id":"sat-group-cost-20260915-education-1-groups-combined","domain":"education","stratum":"groups-combined","english":"For all groups in cohorts-maple-v12 combined, the median feedback delay fell below 36 hours.","ainglish":"groups-combined(cohorts-maple-v12): the median feedback delay fell below 36 hours."},{"id":"sat-group-cost-20260915-education-2-each-group","domain":"education","stratum":"each-group","english":"In every group in cohorts-maple-v12, the late-submission share decreased.","ainglish":"each-group(cohorts-maple-v12): the late-submission share decreased."},{"id":"sat-group-cost-20260915-education-2-groups-combined","domain":"education","stratum":"groups-combined","english":"For all groups in cohorts-maple-v12 combined, the late-submission share decreased.","ainglish":"groups-combined(cohorts-maple-v12): the late-submission share decreased."},{"id":"sat-group-cost-20260915-education-3-each-group","domain":"education","stratum":"each-group","english":"In every group in cohorts-maple-v12, the mean laboratory score exceeded 71.","ainglish":"each-group(cohorts-maple-v12): the mean laboratory score exceeded 71."},{"id":"sat-group-cost-20260915-education-3-groups-combined","domain":"education","stratum":"groups-combined","english":"For all groups in cohorts-maple-v12 combined, the mean laboratory score exceeded 71.","ainglish":"groups-combined(cohorts-maple-v12): the mean laboratory score exceeded 71."},{"id":"sat-group-cost-20260915-transit-0-each-group","domain":"transit","stratum":"each-group","english":"In every group in corridors-flint-v13, the on-time share exceeded 86%.","ainglish":"each-group(corridors-flint-v13): the on-time share exceeded 86%."},{"id":"sat-group-cost-20260915-transit-0-groups-combined","domain":"transit","stratum":"groups-combined","english":"For all groups in corridors-flint-v13 combined, the on-time share exceeded 86%.","ainglish":"groups-combined(corridors-flint-v13): the on-time share exceeded 86%."},{"id":"sat-group-cost-20260915-transit-1-each-group","domain":"transit","stratum":"each-group","english":"In every group in corridors-flint-v13, the median boarding delay decreased.","ainglish":"each-group(corridors-flint-v13): the median boarding delay decreased."},{"id":"sat-group-cost-20260915-transit-1-groups-combined","domain":"transit","stratum":"groups-combined","english":"For all groups in corridors-flint-v13 combined, the median boarding delay decreased.","ainglish":"groups-combined(corridors-flint-v13): the median boarding delay decreased."},{"id":"sat-group-cost-20260915-transit-2-each-group","domain":"transit","stratum":"each-group","english":"In every group in corridors-flint-v13, the missed-connection rate fell below 2%.","ainglish":"each-group(corridors-flint-v13): the missed-connection rate fell below 2%."},{"id":"sat-group-cost-20260915-transit-2-groups-combined","domain":"transit","stratum":"groups-combined","english":"For all groups in corridors-flint-v13 combined, the missed-connection rate fell below 2%.","ainglish":"groups-combined(corridors-flint-v13): the missed-connection rate fell below 2%."},{"id":"sat-group-cost-20260915-transit-3-each-group","domain":"transit","stratum":"each-group","english":"In every group in corridors-flint-v13, the mean journey variability increased.","ainglish":"each-group(corridors-flint-v13): the mean journey variability increased."},{"id":"sat-group-cost-20260915-transit-3-groups-combined","domain":"transit","stratum":"groups-combined","english":"For all groups in corridors-flint-v13 combined, the mean journey variability increased.","ainglish":"groups-combined(corridors-flint-v13): the mean journey variability increased."},{"id":"sat-group-cost-20260915-retail-0-each-group","domain":"retail","stratum":"each-group","english":"In every group in outlets-opal-v14, the stockout rate decreased.","ainglish":"each-group(outlets-opal-v14): the stockout rate decreased."},{"id":"sat-group-cost-20260915-retail-0-groups-combined","domain":"retail","stratum":"groups-combined","english":"For all groups in outlets-opal-v14 combined, the stockout rate decreased.","ainglish":"groups-combined(outlets-opal-v14): the stockout rate decreased."},{"id":"sat-group-cost-20260915-retail-1-each-group","domain":"retail","stratum":"each-group","english":"In every group in outlets-opal-v14, the mean basket value exceeded 31 credits.","ainglish":"each-group(outlets-opal-v14): the mean basket value exceeded 31 credits."},{"id":"sat-group-cost-20260915-retail-1-groups-combined","domain":"retail","stratum":"groups-combined","english":"For all groups in outlets-opal-v14 combined, the mean basket value exceeded 31 credits.","ainglish":"groups-combined(outlets-opal-v14): the mean basket value exceeded 31 credits."},{"id":"sat-group-cost-20260915-retail-2-each-group","domain":"retail","stratum":"each-group","english":"In every group in outlets-opal-v14, the return-processing duration fell below 4 hours.","ainglish":"each-group(outlets-opal-v14): the return-processing duration fell below 4 hours."},{"id":"sat-group-cost-20260915-retail-2-groups-combined","domain":"retail","stratum":"groups-combined","english":"For all groups in outlets-opal-v14 combined, the return-processing duration fell below 4 hours.","ainglish":"groups-combined(outlets-opal-v14): the return-processing duration fell below 4 hours."},{"id":"sat-group-cost-20260915-retail-3-each-group","domain":"retail","stratum":"each-group","english":"In every group in outlets-opal-v14, the pickup-completion share increased.","ainglish":"each-group(outlets-opal-v14): the pickup-completion share increased."},{"id":"sat-group-cost-20260915-retail-3-groups-combined","domain":"retail","stratum":"groups-combined","english":"For all groups in outlets-opal-v14 combined, the pickup-completion share increased.","ainglish":"groups-combined(outlets-opal-v14): the pickup-completion share increased."},{"id":"sat-group-cost-20260915-energy-0-each-group","domain":"energy","stratum":"each-group","english":"In every group in microgrids-pine-v15, the availability share exceeded 98%.","ainglish":"each-group(microgrids-pine-v15): the availability share exceeded 98%."},{"id":"sat-group-cost-20260915-energy-0-groups-combined","domain":"energy","stratum":"groups-combined","english":"For all groups in microgrids-pine-v15 combined, the availability share exceeded 98%.","ainglish":"groups-combined(microgrids-pine-v15): the availability share exceeded 98%."},{"id":"sat-group-cost-20260915-energy-1-each-group","domain":"energy","stratum":"each-group","english":"In every group in microgrids-pine-v15, the median outage duration decreased.","ainglish":"each-group(microgrids-pine-v15): the median outage duration decreased."},{"id":"sat-group-cost-20260915-energy-1-groups-combined","domain":"energy","stratum":"groups-combined","english":"For all groups in microgrids-pine-v15 combined, the median outage duration decreased.","ainglish":"groups-combined(microgrids-pine-v15): the median outage duration decreased."},{"id":"sat-group-cost-20260915-energy-2-each-group","domain":"energy","stratum":"each-group","english":"In every group in microgrids-pine-v15, the load-shedding rate fell below 2%.","ainglish":"each-group(microgrids-pine-v15): the load-shedding rate fell below 2%."},{"id":"sat-group-cost-20260915-energy-2-groups-combined","domain":"energy","stratum":"groups-combined","english":"For all groups in microgrids-pine-v15 combined, the load-shedding rate fell below 2%.","ainglish":"groups-combined(microgrids-pine-v15): the load-shedding rate fell below 2%."},{"id":"sat-group-cost-20260915-energy-3-each-group","domain":"energy","stratum":"each-group","english":"In every group in microgrids-pine-v15, the mean storage reserve increased.","ainglish":"each-group(microgrids-pine-v15): the mean storage reserve increased."},{"id":"sat-group-cost-20260915-energy-3-groups-combined","domain":"energy","stratum":"groups-combined","english":"For all groups in microgrids-pine-v15 combined, the mean storage reserve increased.","ainglish":"groups-combined(microgrids-pine-v15): the mean storage reserve increased."},{"id":"sat-group-cost-20260915-evaluation-0-each-group","domain":"evaluation","stratum":"each-group","english":"In every group in benchmarks-ruby-v16, the exact-answer share increased.","ainglish":"each-group(benchmarks-ruby-v16): the exact-answer share increased."},{"id":"sat-group-cost-20260915-evaluation-0-groups-combined","domain":"evaluation","stratum":"groups-combined","english":"For all groups in benchmarks-ruby-v16 combined, the exact-answer share increased.","ainglish":"groups-combined(benchmarks-ruby-v16): the exact-answer share increased."},{"id":"sat-group-cost-20260915-evaluation-1-each-group","domain":"evaluation","stratum":"each-group","english":"In every group in benchmarks-ruby-v16, the median generation time fell below 5 seconds.","ainglish":"each-group(benchmarks-ruby-v16): the median generation time fell below 5 seconds."},{"id":"sat-group-cost-20260915-evaluation-1-groups-combined","domain":"evaluation","stratum":"groups-combined","english":"For all groups in benchmarks-ruby-v16 combined, the median generation time fell below 5 seconds.","ainglish":"groups-combined(benchmarks-ruby-v16): the median generation time fell below 5 seconds."},{"id":"sat-group-cost-20260915-evaluation-2-each-group","domain":"evaluation","stratum":"each-group","english":"In every group in benchmarks-ruby-v16, the invalid-output rate decreased.","ainglish":"each-group(benchmarks-ruby-v16): the invalid-output rate decreased."},{"id":"sat-group-cost-20260915-evaluation-2-groups-combined","domain":"evaluation","stratum":"groups-combined","english":"For all groups in benchmarks-ruby-v16 combined, the invalid-output rate decreased.","ainglish":"groups-combined(benchmarks-ruby-v16): the invalid-output rate decreased."},{"id":"sat-group-cost-20260915-evaluation-3-each-group","domain":"evaluation","stratum":"each-group","english":"In every group in benchmarks-ruby-v16, the mean trace length exceeded 96 tokens.","ainglish":"each-group(benchmarks-ruby-v16): the mean trace length exceeded 96 tokens."},{"id":"sat-group-cost-20260915-evaluation-3-groups-combined","domain":"evaluation","stratum":"groups-combined","english":"For all groups in benchmarks-ruby-v16 combined, the mean trace length exceeded 96 tokens.","ainglish":"groups-combined(benchmarks-ruby-v16): the mean trace length exceeded 96 tokens."},{"id":"sat-group-cost-20260915-operations-0-each-group","domain":"operations","stratum":"each-group","english":"In every group in crews-silver-v17, the handoff-success share exceeded 92%.","ainglish":"each-group(crews-silver-v17): the handoff-success share exceeded 92%."},{"id":"sat-group-cost-20260915-operations-0-groups-combined","domain":"operations","stratum":"groups-combined","english":"For all groups in crews-silver-v17 combined, the handoff-success share exceeded 92%.","ainglish":"groups-combined(crews-silver-v17): the handoff-success share exceeded 92%."},{"id":"sat-group-cost-20260915-operations-1-each-group","domain":"operations","stratum":"each-group","english":"In every group in crews-silver-v17, the unresolved-ticket rate fell below 4%.","ainglish":"each-group(crews-silver-v17): the unresolved-ticket rate fell below 4%."},{"id":"sat-group-cost-20260915-operations-1-groups-combined","domain":"operations","stratum":"groups-combined","english":"For all groups in crews-silver-v17 combined, the unresolved-ticket rate fell below 4%.","ainglish":"groups-combined(crews-silver-v17): the unresolved-ticket rate fell below 4%."},{"id":"sat-group-cost-20260915-operations-2-each-group","domain":"operations","stratum":"each-group","english":"In every group in crews-silver-v17, the median review time decreased.","ainglish":"each-group(crews-silver-v17): the median review time decreased."},{"id":"sat-group-cost-20260915-operations-2-groups-combined","domain":"operations","stratum":"groups-combined","english":"For all groups in crews-silver-v17 combined, the median review time decreased.","ainglish":"groups-combined(crews-silver-v17): the median review time decreased."},{"id":"sat-group-cost-20260915-operations-3-each-group","domain":"operations","stratum":"each-group","english":"In every group in crews-silver-v17, the mean retry count increased.","ainglish":"each-group(crews-silver-v17): the mean retry count increased."},{"id":"sat-group-cost-20260915-operations-3-groups-combined","domain":"operations","stratum":"groups-combined","english":"For all groups in crews-silver-v17 combined, the mean retry count increased.","ainglish":"groups-combined(crews-silver-v17): the mean retry count increased."}],"replicates_hash":"ab628282478583abeab1d57399c229a1b9abc8a88bf38c5b183341e016585b4f","settlement_strata":[{"id":"each-group","weight":1},{"id":"groups-combined","weight":1}],"study_purpose":"claim_test","study_scope":"Fresh-input replication of the reference-equal current token-cost prerequisite; not comprehension, fidelity, retirement, or future-trained efficiency.","test_set_note":"64 fresh invented complete assertions: eight source-matched operational domains, four new claims per domain, each rendered in both forms; frozen before tokenizer import.","comparator_policy":{"each-group":"In every group in \u003CREF\u003E, \u003CCLAUSE\u003E.","groups-combined":"For all groups in \u003CREF\u003E combined, \u003CCLAUSE\u003E.","shared_context":"Each reference denotes an assumed resolved finite nonempty group set plus its versioned observations and declared membership, aggregation, weighting, deduplication, denominator and time-window rules. This surrounding context is identical for both arms and not charged to either. These are invented utterances for costing, not claims that real empirical data exist.","fidelity":"Identical reference, clause, numbers, units, assertion force and scope in each pair. English does not add no-member-claim disclaimers, statistical significance or a demonstration. Combined truth does not assert a member fails; each-group truth does not assert equal effect sizes."},"estimand_contract":{"kind":"ainglish.estimand-shadow.v1","unit_span":"one complete assertion including its verbatim group reference","contrast":"each-group(REF): CLAUSE versus In every group in REF, CLAUSE; groups-combined(REF): CLAUSE versus For all groups in REF combined, CLAUSE","population":"64 prospective authored pairs: eight operational domains (service, manufacturing, education, transit, retail, energy, evaluation, operations), four fresh claims per domain crossed with both forms; exact tiktoken 0.14.0 cl100k_base\/o200k_base\/p50k_base roster","aggregation":{"reducer":"least_favourable","rule":"maximum tokenizer mean over 64 equally weighted complete pairs; retain two equally weighted 32-pair form strata and all tokenizer means; domain summaries descriptive only"},"governance_effect":"report_only"},"items_sha256":"8680875135f71748a93bd3bdf5c52b4989a5d9c889cce6120d4ddc3db7e8e00a","comparison_identity":{"kind":"ainglish.token-comparison-identity.v2","item_count":64,"tokenizer_roster":["cl100k_base","o200k_base","p50k_base"],"comparator":"each-group(REF): CLAUSE versus In every group in REF, CLAUSE; groups-combined(REF): CLAUSE versus For all groups in REF combined, CLAUSE","population":"64 prospective authored pairs: eight operational domains (service, manufacturing, education, transit, retail, energy, evaluation, operations), four fresh claims per domain crossed with both forms; exact tiktoken 0.14.0 cl100k_base\/o200k_base\/p50k_base roster","aggregation":"maximum tokenizer mean over 64 equally weighted complete pairs; retain two equally weighted 32-pair form strata and all tokenizer means; domain summaries descriptive only","unit_span":"one complete assertion including its verbatim group reference"},"interval_kind":"member_span","tokenizer_provenance":{"kind":"ainglish.tiktoken-provenance.v1","library":"tiktoken","library_version":"0.14.0","encodings":["cl100k_base","o200k_base","p50k_base"]}},"interval_provenance_attestation":null,"replicates":{"hash":"ab628282478583abeab1d57399c229a1b9abc8a88bf38c5b183341e016585b4f","url":"\/api\/v1\/measurements\/ab628282478583abeab1d57399c229a1b9abc8a88bf38c5b183341e016585b4f"},"replications":[],"replicate":null}