{
  "study": "Privileged accuracy study — August 2026",
  "description": "The seed, stratification method, and full document manifest behind the 150-contract CUAD benchmark published at https://getprivileged.ai/accuracy. This file is the reproduction artifact referenced by that page.",
  "publishedAt": "2026-08-06",
  "appVersion": "1.0.1",
  "model": "gemma4:e4b",
  "dataset": {
    "name": "CUAD v1",
    "url": "https://www.atticusprojectai.org/cuad",
    "citation": "Hendrycks, Burns, Chen, Ball — \"CUAD: An Expert-Annotated NLP Dataset for Legal Contract Review,\" NeurIPS 2021",
    "license": "CC BY 4.0",
    "archiveMd5": "c38f490a984420b8a62600db401fafd5",
    "contractsInCorpus": 510
  },
  "selection": {
    "seed": 20260804,
    "rng": "mulberry32(seed), Fisher-Yates shuffle over the pool sorted by filename — deterministic under the seed",
    "poolSize": 508,
    "poolNote": "510 corpus PDFs reduced to 508 joinable documents: 1 without a matching plain-text rendering, 1 without a row in master_clauses.csv, 0 with ambiguous filename keys.",
    "stratification": {
      "lengthBuckets": {
        "method": "Three equal buckets (terciles) over the joinable pool, ranked by estimated token length (source plain-text characters ÷ 4). 50 documents drawn per bucket.",
        "picksPerBucket": 50,
        "cutoffs": {
          "units": "estimated tokens",
          "short": "< 5174",
          "medium": "5174 – 12760",
          "long": ">= 12761"
        }
      },
      "contractTypes": "Round-robin within each bucket — every contract type present in the bucket is used once before any type repeats. 150 picks cannot be type-distinct across ~25 canonical CUAD types, so the constraint is cycle-before-repeat."
    },
    "note": "Documents were selected before the run. None were swapped, dropped, or re-drawn afterward."
  },
  "run": {
    "method": "Three size-stratified reviews (one per length bucket) executed in the packaged shipping application via UI automation, 10 questions per document.",
    "counts": {
      "selected": 150,
      "completed": 131,
      "oversizeExcluded": 13,
      "engineError": 6
    },
    "scoredCells": 1310,
    "outcomeKey": {
      "completed": "Reviewed end to end; its 10 cells are in the scored set.",
      "oversize-excluded": "Flagged by the app before running as exceeding the current on-device document-size limit. Never truncated, never partially answered.",
      "engine-error": "Failed with a local engine error on a very long document. Isolated to error cells, which cannot produce answers."
    },
    "sizeGateNote": "The size gate is applied by the app to the document it actually extracts, not to the estimate used for stratification. Reproducing the tercile estimate (characters ÷ 4) flags 16 of the 150 as over the 27964-token budget, while the app gated 13: of the other three, two failed with engine errors before the gate and one extracted small enough to run. Expect the estimate to bracket the gate rather than match it exactly.",
    "oversizeRateInCorpus": 0.13188976377952755
  },
  "documents": [
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      "filename": "RISEEDUCATIONCAYMANLTD_04_17_2020-EX-4.23-SERVICE AGREEMENT.PDF",
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      "contractType": "Service",
      "lengthBucket": "short",
      "estimatedTokens": 4093,
      "pageCount": 9,
      "runOutcome": "completed"
    },
    {
      "filename": "WESTERN COPPER - NON-COMPETITION AGREEMENT.PDF",
      "cuadPath": "full_contract_pdf/Part_I/Non_Compete_Non_Solicit/WESTERN COPPER - NON-COMPETITION AGREEMENT.PDF",
      "contractType": "Non-Compete / Non-Solicit",
      "lengthBucket": "short",
      "estimatedTokens": 4101,
      "pageCount": 8,
      "runOutcome": "completed"
    },
    {
      "filename": "KENTUCKYUTILITIESCO_03_25_2003-EX-10.65-TRANSPORTATION AGREEMENT.PDF",
      "cuadPath": "full_contract_pdf/Part_II/Transportation/KENTUCKYUTILITIESCO_03_25_2003-EX-10.65-TRANSPORTATION AGREEMENT.PDF",
      "contractType": "Transportation",
      "lengthBucket": "short",
      "estimatedTokens": 4226,
      "pageCount": 9,
      "runOutcome": "completed"
    },
    {
      "filename": "KIROMICBIOPHARMA,INC_05_11_2020-EX-10.23-CONSULTING AGREEMENT.PDF",
      "cuadPath": "full_contract_pdf/Part_II/Consulting Agreements/KIROMICBIOPHARMA,INC_05_11_2020-EX-10.23-CONSULTING AGREEMENT.PDF",
      "contractType": "Consulting",
      "lengthBucket": "short",
      "estimatedTokens": 4601,
      "pageCount": 7,
      "runOutcome": "completed"
    },
    {
      "filename": "ScansourceInc_20190822_10-K_EX-10.38_11793958_EX-10.38_Distributor Agreement2.pdf",
      "cuadPath": "full_contract_pdf/Part_I/Distributor/ScansourceInc_20190822_10-K_EX-10.38_11793958_EX-10.38_Distributor Agreement2.pdf",
      "contractType": "Distributor",
      "lengthBucket": "short",
      "estimatedTokens": 3333,
      "pageCount": 3,
      "runOutcome": "completed"
    },
    {
      "filename": "AzulSa_20170303_F-1A_EX-10.3_9943903_EX-10.3_Maintenance Agreement2.pdf",
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      "contractType": "Maintenance",
      "lengthBucket": "short",
      "estimatedTokens": 4218,
      "pageCount": 9,
      "runOutcome": "completed"
    },
    {
      "filename": "MANAKOASERVICESCORP_11_21_2007-EX-7.5-STRATEGIC ALLIANCE AGREEMENT.PDF",
      "cuadPath": "full_contract_pdf/Part_III/Strategic Alliance/MANAKOASERVICESCORP_11_21_2007-EX-7.5-STRATEGIC ALLIANCE AGREEMENT.PDF",
      "contractType": "Strategic Alliance",
      "lengthBucket": "short",
      "estimatedTokens": 3720,
      "pageCount": 5,
      "runOutcome": "completed"
    },
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      "contractType": "Agency",
      "lengthBucket": "short",
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      "pageCount": 3,
      "runOutcome": "completed"
    },
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      "pageCount": 5,
      "runOutcome": "completed"
    },
    {
      "filename": "SPIENERGYCO,LTD_07_10_2014-EX-10-Cooperation Agreement of 50MWp Photovoltaic Grid-connected Power Generation Project in Yangqiao of~1.PDF",
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      "lengthBucket": "short",
      "estimatedTokens": 703,
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      "runOutcome": "completed"
    },
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      "runOutcome": "completed"
    },
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      "filename": "EmeraldHealthBioceuticalsInc_20200218_1-A_EX1A-6 MAT CTRCT_11987205_EX1A-6 MAT CTRCT_Development Agreement.pdf",
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      "runOutcome": "completed"
    },
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      "filename": "UnionDentalHoldingsInc_20050204_8-KA_EX-10_3345577_EX-10_Affiliate Agreement.pdf",
      "cuadPath": "full_contract_pdf/Part_I/Affiliate_Agreements/UnionDentalHoldingsInc_20050204_8-KA_EX-10_3345577_EX-10_Affiliate Agreement.pdf",
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      "runOutcome": "completed"
    },
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      "filename": "BOLIVARMININGCORP_05_23_2003-EX-2.1-VISP WEB SITE BUILDING AND HOSTING AGREEMENT.PDF",
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      "runOutcome": "completed"
    },
    {
      "filename": "VEONEER,INC_02_21_2020-EX-10.11-JOINT VENTURE AGREEMENT.PDF",
      "cuadPath": "full_contract_pdf/Part_I/Joint Venture/VEONEER,INC_02_21_2020-EX-10.11-JOINT VENTURE AGREEMENT.PDF",
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      "filename": "NmfSlfIInc_20200115_10-12GA_EX-10.5_11946987_EX-10.5_Trademark License Agreement.pdf",
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      "filename": "BellringBrandsInc_20190920_S-1_EX-10.12_11817081_EX-10.12_Manufacturing Agreement2.pdf",
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      "filename": "LOGANSROADHOUSEINC_03_27_1998-EX-10.17-SPONSORSHIP AGREEMENT.PDF",
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    {
      "filename": "EmmisCommunicationsCorp_20191125_8-K_EX-10.6_11906433_EX-10.6_Marketing Agreement.pdf",
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      "filename": "KNOWLABS,INC_08_15_2005-EX-10-INTELLECTUAL PROPERTY AGREEMENT.PDF",
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