Two Hands
Try it / tally sheet

111927C0400

INE 2024 tally sheet, type 2

Measured on AMD: Gemma-4-31B-IT, 2026-10-16, 43.2 s, $0.000125stored read

!
Rows sum to 491, TOTAL says 365: 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 111927C0400

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 02 digits 78, words 18; Option 03 digits 7, words 1; Option 11 digits 72, words 12; 8 row labels not where expected …

The paper's own checks

✕ rows sum to TOTAL 491 ≠ 365
✓ votaron + representantes = section 5 349 = 349
✕ section 5 = section 7 349 ≠ 352
✕ section 7 = TOTAL 352 ≠ 365
✕ words = digits on every field 20 of 23
Routed to a person

Option 02

Masked crop of Option 02 on form 111927C0400

Gemma read 78 (words 18) · official capture 18 · the paper 18

Decision on the photo: 18, 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 03

Masked crop of Option 03 on form 111927C0400

Gemma read 7 (words 1) · 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 (2)

Gemma-4-31B-IT, pre-registered random run. sourceresults/calls_gemma_b4.jsonl Read in 43.2 s, $0.000125.

FieldDigitsWordsOfficial
capture
Certified
Unused ballots
section 2
302 302 ✓
Voters on the list
section 3
344 344 ✓
Representatives who voted
section 4
5 5 ✓
Voters + representatives
section 5
349 349 ✓
Ballots taken from the boxes
section 7
352 352 ✓
Option 01
row 6: the printed label read is not the one expected here
103 103 !
Option 02 78 18 !
Option 03 7 1 !
Option 04
row 9: the printed label read is not the one expected here
4 4 !
Option 05 7 7 ✓
Option 06
row 11: the printed label read is not the one expected here
65 65 !
Option 07
row 12: the printed label read is not the one expected here
127 127 !
Option 08 5 5 ✓
Option 09 0 0 ✓
Option 10 0 0 ✓
Option 11 72 12 !
Option 12
row 17: the printed label read is not the one expected here
0 0 !
Option 13
row 18: the printed label read is not the one expected here
0 0 !
Option 14
row 19: the printed label read is not the one expected here
0 0 !
Option 15
row 20: the printed label read is not the one expected here
2 2 !
Unregistered candidates 0 0 ✓
Null votes 21 21 ✓
TOTAL
section 6
365 365 ✓

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