Try it / tally sheet

154414C0100

INE 2024 tally sheet, type 2

Measured on AMD: Gemma-4-31B-IT, 2026-10-15, 46.1 s, $0.000145stored read

Option 12: row 17: the printed label read is not the one expected here: 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: 4 row labels not where expected

The paper's own checks

✓ rows sum to TOTAL 320 = 320

✓ votaron + representantes = section 5 320 = 320

✓ section 5 = section 7 320 = 320

✓ section 7 = TOTAL 320 = 320

✓ words = digits on every field 23 of 23

Receipts

Every disputed field of the sample audit of 300 sheets gets a Merkle receipt: its record, the SHA-256 of its crop, and a proof path to one published root. This sheet is not in that sample; see a receipt verified on sheet 122655C0100.

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 46.1 s, $0.000145.

Field	Digits	Words
Unused ballots section 2	293	293	✓
Voters on the list section 3	319	319	✓
Representatives who voted section 4	1	1	✓
Voters + representatives section 5	320	320	✓
Ballots taken from the boxes section 7	320	320	✓
Option 01	8	8	✓
Option 02	56	56	✓
Option 03	3	3	✓
Option 04	9	9	✓
Option 05	9	9	✓
Option 06	44	44	✓
Option 07	164	164	✓
Option 08	2	2	✓
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	6	6	!
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	2	2	!
Option 15 row 20: the printed label read is not the one expected here	2	2	!
Unregistered candidates	3	3	✓
Null votes	12	12	✓
TOTAL section 6	320	320	✓

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