Two Hands
Try it / tally sheet

131374C0200

INE 2024 tally sheet, type 2

Measured on AMD: Gemma-4-31B-IT, 2026-10-16, 32.4 s, $0.000125stored read

!
Rows sum to 517, TOTAL says 438: 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 131374C0200

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: Ballots taken from the boxes not read (blank or faint); Option 02 digits 27, words 20; Option 03 digits 1, words 0; Option 08 digits 1, words 0 …

The paper's own checks

✕ rows sum to TOTAL 517 ≠ 438
✓ votaron + representantes = section 5 438 = 438
– section 5 = section 7 not checkable
– section 7 = TOTAL not checkable
✕ words = digits on every field 19 of 23
Routed to a person

Option 02

Masked crop of Option 02 on form 131374C0200

Gemma read 27 (words 20) · official capture 21 · the paper 21

Decision on the photo: 21, 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)
Routed to a person

Option 09

Masked crop of Option 09 on form 131374C0200

Gemma read 80 (words 0) · official capture 0 · the paper 0

Decision on the photo: 0, Gemma misread it; the official capture matches the paper. Ai adjudicator, from the photo (person check pending).

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 (2)

Gemma-4-31B-IT, pre-registered random run. sourceresults/calls_gemma_b4.jsonl Read in 32.4 s, $0.000125.

FieldDigitsWordsOfficial
capture
Certified
Unused ballots
section 2
294 294 ✓
Voters on the list
section 3
436 436 ✓
Representatives who voted
section 4
2 2 ✓
Voters + representatives
section 5
438 438 ✓
Ballots taken from the boxes
section 7
— — !
Option 01 25 25 ✓
Option 02 27 20 !
Option 03 1 0 !
Option 04
row 9: the printed label read is not the one expected here
40 40 !
Option 05 58 58 ✓
Option 06 51 51 ✓
Option 07 212 212 ✓
Option 08 1 0 !
Option 09 80 0 !
Option 10 0 0 ✓
Option 11 0 0 ✓
Option 12
row 17: the printed label read is not the one expected here
9 — !
Option 13
row 18: the printed label read is not the one expected here
1 1 !
Option 14
row 19: the printed label read is not the one expected here
5 5 !
Option 15 2 2 ✓
Unregistered candidates 0 0 ✓
Null votes 5 5 ✓
TOTAL
section 6
438 438 ✓

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