Try it / tally sheet

156371B0100

INE 2024 tally sheet, type 2

Measured on AMD: Qwen3.8-Flash-Next, 2026-10-16, 175.2 s, $0.003072stored read

Rows sum to 341, TOTAL says 921: 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: 5 row labels not where expected; rows sum to TOTAL (341 vs 921); section 5 = section 7 (419 vs 921)

The paper's own checks

✕ rows sum to TOTAL 341 ≠ 921

✓ votaron + representantes = section 5 419 = 419

✕ section 5 = section 7 419 ≠ 921

✓ section 7 = TOTAL 921 = 921

✓ words = digits on every field 23 of 23

Routed to a person

Option 03

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

Decision on the photo: 0, 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 175.2 s, $0.003072.

Field	Digits	Words
Unused ballots section 2	278	278	✓
Voters on the list section 3	413	413	✓
Representatives who voted section 4	6	6	✓
Voters + representatives section 5	419	419	✓
Ballots taken from the boxes section 7	921	—	✓
Option 01	1	1	✓
Option 02	0	0	✓
Option 03	0	0	✓
Option 04	11	11	✓
Option 05 row 10: the printed label read is not the one expected here	13	13	!
Option 06 row 11: the printed label read is not the one expected here	60	60	!
Option 07	210	210	✓
Option 08	14	14	✓
Option 09	6	6	✓
Option 10	0	0	✓
Option 11	0	0	✓
Option 12 row 17: the printed label read is not the one expected here	15	15	!
Option 13	0	0	✓
Option 14 row 19: the printed label read is not the one expected here	1	1	!
Option 15 row 20: the printed label read is not the one expected here	5	5	!
Unregistered candidates	0	0	✓
Null votes	5	5	✓
TOTAL section 6	921	921	✓

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