Try it / tally sheet

280078B0100

INE 2024 tally sheet, type 2

Measured on AMD: Qwen3.8-27B, 2026-10-15, 211.4 s, $0.000895stored 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 411 = 411

✓ votaron + representantes = section 5 411 = 411

✓ section 5 = section 7 411 = 411

✓ section 7 = TOTAL 411 = 411

✓ words = digits on every field 23 of 23

Checked against the official capture

Representatives who voted

Gemma read 10 (words 10) · official capture 10 · the paper 10

Decision on the photo: 10, Gemma misread it; the official capture matches the paper. Ai adjudicator, from the photo (person check pending).

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

receipt (JSON)

Checked against the official capture

Voters on the list

Gemma read 401 (words 401) · official capture 401 · the paper 401

Decision on the photo: 401, Gemma misread it; the official capture matches the paper. Ai adjudicator, from the photo (person check pending).

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 (2)

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

Qwen3.8-27B, pre-registered random run. sourceresults/calls_qwen.jsonl Read in 211.4 s, $0.000895.

Field	Digits	Words
Unused ballots section 2	342	342	✓
Voters on the list section 3	401	401	✓
Representatives who voted section 4	10	10	✓
Voters + representatives section 5	411	411	✓
Ballots taken from the boxes section 7	411	411	✓
Option 01	34	34	✓
Option 02	15	15	✓
Option 03	3	3	✓
Option 04	16	16	✓
Option 05	10	10	✓
Option 06	42	42	✓
Option 07	263	263	✓
Option 08	3	3	✓
Option 09	1	1	✓
Option 10	0	0	✓
Option 11	0	0	✓
Option 12	10	10	✓
Option 13	0	0	✓
Option 14	1	1	✓
Option 15	3	3	✓
Unregistered candidates	0	0	✓
Null votes	10	10	✓
TOTAL section 6	411	411	✓

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