Try it / tally sheet

122655C0100

INE 2024 tally sheet, type 2

Measured on AMD: Qwen3.8-Flash-Next, 2026-10-16, 142.0 s, $0.002187stored read

Every check holds: accepted, nothing to key

Gemma's read of this sheet passes every check of the paper's own arithmetic.

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: Accepted: 0 fields to key

The paper's own checks

✓ rows sum to TOTAL 466 = 466

✓ votaron + representantes = section 5 466 = 466

✓ section 5 = section 7 466 = 466

✓ section 7 = TOTAL 466 = 466

✓ words = digits on every field 23 of 23

Checked against the official capture

Option 02

Gemma read 123 (words 123) · official capture 123 · the paper 123

Decision on the photo: 123, Gemma misread it; the official capture matches the paper. Confirmed by the certified count, by comparison.

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 142.0 s, $0.002187.

Field	Digits	Words
Unused ballots section 2	270	270	✓
Voters on the list section 3	466	466	✓
Representatives who voted section 4	0	0	✓
Voters + representatives section 5	466	466	✓
Ballots taken from the boxes section 7	466	466	✓
Option 01	1	1	✓
Option 02	123	123	✓
Option 03	3	3	✓
Option 04	26	26	✓
Option 05	22	22	✓
Option 06	98	98	✓
Option 07	165	165	✓
Option 08	0	0	✓
Option 09	0	0	✓
Option 10	0	0	✓
Option 11	0	0	✓
Option 12	7	7	✓
Option 13	0	0	✓
Option 14	0	0	✓
Option 15	0	0	✓
Unregistered candidates	0	0	✓
Null votes	21	21	✓
TOTAL section 6	466	466	✓

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