Try it / tally sheet

220313C0300

INE 2024 tally sheet, type 2

Measured on AMD: Qwen3.8-27B, 2026-10-15, 124.2 s, $0.000676stored read

Section 5 says 531, section 7 says 0: 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: 6 row labels not where expected; section 5 = section 7 (531 vs 0); section 7 = TOTAL (0 vs 527)

The paper's own checks

✓ rows sum to TOTAL 527 = 527

✓ votaron + representantes = section 5 531 = 531

✕ section 5 = section 7 531 ≠ 0

✕ section 7 = TOTAL 0 ≠ 527

✓ words = digits on every field 23 of 23

Checked against the official capture

Ballots taken from the boxes

Gemma read 0 (words 0) · official capture 527 · the paper 0

Decision on the photo: 0, 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 527; the paper says 0.

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

Qwen3.8 · pre-registered run

Other runs (2)

Gemma · pre-registered run Gemma · pre-registered run

Qwen3.8-27B, pre-registered random run. sourceresults/calls_qwen.jsonl Read in 124.2 s, $0.000676.

Field	Digits	Words
Unused ballots section 2	183	183	✓
Voters on the list section 3	526	526	✓
Representatives who voted section 4	5	5	✓
Voters + representatives section 5	531	531	✓
Ballots taken from the boxes section 7	0	0	✓
Option 01	357	357	✓
Option 02	23	23	✓
Option 03	2	2	✓
Option 04	10	10	✓
Option 05	7	7	✓
Option 06	23	23	✓
Option 07	74	74	✓
Option 08 row 13: the printed label read is not the one expected here	8	8	!
Option 09	3	3	✓
Option 10 row 15: the printed label read is not the one expected here	3	3	!
Option 11 row 16: the printed label read is not the one expected here	0	0	!
Option 12 row 17: the printed label read is not the one expected here	2	2	!
Option 13	0	0	✓
Option 14 row 19: the printed label read is not the one expected here	3	3	!
Option 15 row 20: the printed label read is not the one expected here	0	0	!
Unregistered candidates	2	2	✓
Null votes	10	10	✓
TOTAL section 6	527	527	✓

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