Two Hands
Try it / tally sheet

083281B0100

INE 2024 tally sheet, type 2

Measured on AMD: Gemma-4-31B-IT, 2026-10-16, 37.8 s, $0.000125stored read

!
Section 5 says 266, section 7 says 264: this field goes to a person, with its photo
Gemma's read breaks one of the paper's own checks, so the gate does not accept it.
Privacy-masked page of form 083281B0100

Straightened by its corner marks; the right-hand column (officials' names and signatures) is blacked out before the page is stored or sent to the model.

Watch it run

Read this sheet again, live

Gemma-4-31B-IT reads the masked page on AMD; the gate checks each field as the answer arrives.

About a minute. One live read runs at a time for the whole site; yours waits in a short queue and shows its place.

How it's checked

Gate: Routed: Option 01 not read (blank or faint); Option 02 not read (blank or faint); Option 03 not read (blank or faint); Option 04 not read (blank or faint) …

The paper's own checks

– rows sum to TOTAL not checkable
✓ votaron + representantes = section 5 266 = 266
✕ section 5 = section 7 266 ≠ 264
✕ section 7 = TOTAL 264 ≠ 7
✓ words = digits on every field 23 of 23
Routed to a person

Unregistered candidates

Masked crop of Unregistered candidates on form 083281B0100

Gemma read blank · official capture 1 · the paper 1

Decision on the photo: 1, Gemma misread it; the official capture matches the paper. Confirmed by the certified count, by recount.

Receipt a Merkle receipt for this field in the sample audit of 300 sheets
receipt (JSON)
All fields (23), and other runs of this sheet
Other runs (3)

Gemma-4-31B-IT, pre-registered random run. sourceresults/calls_gemma_b4.jsonl Read in 37.8 s, $0.000125.

FieldDigitsWordsOfficial
capture
Certified
Unused ballots
section 2
320 — ✓
Voters on the list
section 3
264 — ✓
Representatives who voted
section 4
2 — ✓
Voters + representatives
section 5
266 — ✓
Ballots taken from the boxes
section 7
264 — ✓
Option 01 — — !
Option 02 — — !
Option 03 — — !
Option 04 — — !
Option 05 — — !
Option 06 — — !
Option 07 32 32 ✓
Option 08
row 13: the printed label read is not the one expected here
141 141 !
Option 09
row 14: the printed label read is not the one expected here
84 84 !
Option 10 — — !
Option 11 — — !
Option 12 — — !
Option 13 — — !
Option 14 — — !
Option 15 — — !
Unregistered candidates — — !
Null votes — 1 !
TOTAL
section 6
row 23: the printed label read is not the one expected here
7 7 !

Options 01–15 are the form's vote rows in printed order, shown without party names. Digits and words are the model's two independent readings. Official capture: the double-keyed official capture of this image (PREP). Certified: the certified district count (Cómputos), which has no section 2-5 or 7 values. Amber: the capture differs from the model. † eye-checked: the capture mis-keyed the field.

Now on 300 sheets: the sample audit