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VAU.S. Department of Veterans Affairs

Extraction quality

How often a machine-read answer survived review without an edit. A field people keep correcting is a field that should not be pre-filled.

Accuracy, all forms
92%Target 95%
Forms below target
2Of 3 forms measured
Answers proposed
4,152Every one reviewed by a person before submission
info

What this measures, and what it does not

Accuracy here means the reader transcribed the document correctly. It says nothing about whether a claim should be granted. Confidence and accuracy never feed an eligibility decision or a payment amount.

Accuracy by form

Extraction accuracy for each form, measured against the target.

  • Form
    Documents read
    148
    Answers proposed
    1,632
    Confirmed without an edit
    91%target 95%
    Against target
    4 points below
  • Form
    Documents read
    212
    Answers proposed
    1,908
    Confirmed without an edit
    88%target 95%
    Against target
    7 points below
  • Form
    Documents read
    74
    Answers proposed
    612
    Confirmed without an edit
    96%target 95%
    Against target
    At target

Fields in 21P-534EZ

Survivor benefits application. Sorted worst first, so the fields staff keep correcting are at the top.

  • Cause of death

    veteran.causeOfDeath

    Low confidence
    Confirmed without an edit54%

    148 reads - corrected 46% of the time.

    Handwritten on most death certificates. The worst performer on this form.

  • Burial expenses paid

    burial.expensesPaid

    Medium confidence
    Confirmed without an edit71%

    96 reads - corrected 29% of the time.

    Funeral invoices vary in layout. Totals are often split across lines.

  • Date of marriage

    relationship.marriedOn

    High confidence
    Confirmed without an edit93%

    148 reads - corrected 7% of the time.

    Reads cleanly from the marriage certificate.

  • Claimant's full name

    claimant.fullName

    High confidence
    Confirmed without an edit96%

    148 reads - corrected 4% of the time.

    Corrections are mostly suffixes and middle initials.

  • Date of death

    veteran.dateOfDeath

    High confidence
    Confirmed without an edit98%

    148 reads - corrected 2% of the time.

    Printed field in a fixed position.

Worst performing fields across all forms

  • Cause of death (21P-534EZ)Corrected 46% of the time. Handwritten on most death certificates. The worst performer on this form.
  • Monthly household income (21P-527EZ)Corrected 38% of the time. Statement totals include transfers the Veteran does not count as income.
  • Burial expenses paid (21P-534EZ)Corrected 29% of the time. Funeral invoices vary in layout. Totals are often split across lines.

Tightening a rule or dropping a field from pre-fill is an intake change. Open the forms inventory.