Try it / tally sheet

240035C0100

INE 2024 tally sheet, type 2

Measured on AMD: Qwen3.8-Flash-Next, 2026-10-16, 68.9 s, $0.001668stored read

Option 03: row 8: 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 363 = 363

✓ votaron + representantes = section 5 363 = 363

✓ section 5 = section 7 363 = 363

✓ section 7 = TOTAL 363 = 363

✓ words = digits on every field 23 of 23

Routed to a person

Null votes

Gemma read 13 (words 13) · official capture 13 · the paper 13

Decision on the photo: 13, 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)

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

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

Qwen3.8 · pre-registered run

Other runs (3)

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

Qwen3.8-Flash-Next, pre-registered random run. sourceresults/calls_qwen3.8-flash-next.jsonl Read in 68.9 s, $0.001668.

Field	Digits	Words
Unused ballots section 2	127	127	✓
Voters on the list section 3	360	360	✓
Representatives who voted section 4	3	3	✓
Voters + representatives section 5	363	363	✓
Ballots taken from the boxes section 7	363	363	✓
Option 01	58	58	✓
Option 02	20	20	✓
Option 03 row 8: the printed label read is not the one expected here	4	4	!
Option 04	90	90	✓
Option 05	10	10	✓
Option 06	39	39	✓
Option 07	114	114	✓
Option 08 row 13: the printed label read is not the one expected here	5	5	!
Option 09	0	0	✓
Option 10 row 15: the printed label read is not the one expected here	0	0	!
Option 11 row 16: the printed label read is not the one expected here	0	0	!
Option 12	7	7	✓
Option 13	0	0	✓
Option 14	2	2	✓
Option 15	1	1	✓
Unregistered candidates	0	0	✓
Null votes	13	13	✓
TOTAL section 6	363	363	✓

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