Try it / tally sheet

131324C0200

INE 2024 tally sheet, type 2

Measured on AMD: Qwen3.8-Flash-Next, 2026-10-16, 229.3 s, $0.003282stored read

Rows sum to 421, TOTAL says 371: 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: Option 06 digits 90, words 40; Null votes digits 15, words 0; TOTAL digits 371, words 0, rows sum 421; 4 row labels not where expected …

The paper's own checks

✕ rows sum to TOTAL 421 ≠ 371

✓ votaron + representantes = section 5 371 = 371

✓ section 5 = section 7 371 = 371

✓ section 7 = TOTAL 371 = 371

✕ words = digits on every field 20 of 23

Routed to a person

Null votes

Gemma read 15 (words 0) · official capture 0 · the paper 0/15

Decision on the photo: 0/15, the paper itself is ambiguous. Confirmed by a person, blind, from the photo.

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

receipt (JSON)

Routed to a person

Option 06

Gemma read 90 (words 40) · official capture 40 · the paper 40

Decision on the photo: 40, Gemma misread it; the official capture matches the paper. Confirmed by the certified count, by comparison.

With the paper's 40, rows sum to TOTAL gives 371 = 371.

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 229.3 s, $0.003282.

Field	Digits	Words
Unused ballots section 2	190	—	✓
Voters on the list section 3	360	—	✓
Representatives who voted section 4	11	—	✓
Voters + representatives section 5	371	—	✓
Ballots taken from the boxes section 7	371	—	✓
Option 01	64	64	✓
Option 02	24	24	✓
Option 03 row 8: the printed label read is not the one expected here	1	1	!
Option 04	4	4	✓
Option 05	25	25	✓
Option 06	90	40	!
Option 07	198	198	✓
Option 08 row 13: the printed label read is not the one expected here	0	0	!
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	0	0	✓
Option 13	0	0	✓
Option 14	0	0	✓
Option 15	0	0	✓
Unregistered candidates	0	0	✓
Null votes	15	0	!
TOTAL section 6	371	0	!

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