Try it / tally sheet

131468C0100

INE 2024 tally sheet, type 2

Measured on AMD: Gemma-4-31B-IT, 2026-10-15, 49.0 s, $0.000146stored read

Unused ballots: not read: blank or too faint on the page: 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.

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: Unused ballots not read (blank or faint); Voters on the list not read (blank or faint); Representatives who voted not read (blank or faint); Voters + representatives not read (blank or faint) …

The paper's own checks

✓ rows sum to TOTAL 354 = 354

– votaron + representantes = section 5 not checkable

– section 5 = section 7 not checkable

✓ section 7 = TOTAL 354 = 354

✕ words = digits on every field 22 of 23

Checked against the official capture

Ballots taken from the boxes

Gemma read 354 (words 4) · official capture 352 · the paper 354

Decision on the photo: 354, the official capture does not match the paper. Confirmed by a person, blind, from the photo.

Receipt a Merkle receipt for this field in the sample audit of 300 sheets

receipt (JSON)

Checked against the official capture

TOTAL

Gemma read 354 (words 354) · official capture 352 · the paper 354

Decision on the photo: 354, the official capture does not match the paper. Confirmed by a person, blind, from the photo.

Receipt a Merkle receipt for this field in the sample audit of 300 sheets

receipt (JSON)

Separately: the official capture was wrong here

The official typed record (PREP), not Gemma's read

Ballots taken from the boxes: the official capture keyed 352; the paper says 354.

TOTAL: the official capture keyed 352; the paper says 354.

This compares the official typed record with the paper, not Gemma's read.

Full trace: two real sheets, request to receipt · Source code

All fields (23), and other runs of this sheet

Gemma · pre-registered run

Other runs (2)

Gemma · pre-registered run Qwen3.8 · pre-registered run

Gemma-4-31B-IT, pre-registered random run. sourceresults/calls_gemma.jsonl Read in 49.0 s, $0.000146.

Field	Digits	Words
Unused ballots section 2	—	—	!
Voters on the list section 3	—	—	!
Representatives who voted section 4	—	—	!
Voters + representatives section 5	—	—	!
Ballots taken from the boxes section 7	354	4	!
Option 01	16	16	✓
Option 02	30	30	✓
Option 03	4	4	✓
Option 04	42	42	✓
Option 05	35	35	✓
Option 06	22	22	✓
Option 07	191	191	✓
Option 08	0	0	✓
Option 09	0	0	✓
Option 10	0	0	✓
Option 11	0	0	✓
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	0	0	!
Unregistered candidates	0	0	✓
Null votes	14	14	✓
TOTAL section 6	354	354	✓

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