Try it / tally sheet

143587B0100

INE 2024 tally sheet, type 2

Measured on AMD: Qwen3.8-27B, 2026-10-15, 82.8 s, $0.000484stored 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 413 = 413

✓ votaron + representantes = section 5 413 = 413

✓ section 5 = section 7 413 = 413

✓ section 7 = TOTAL 413 = 413

✓ words = digits on every field 23 of 23

Checked against the official capture

Option 06

Gemma read 100 (words 100) · official capture 100 · the paper 100/106

Decision on the photo: 100/106, the paper itself is ambiguous. 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

Unused ballots

Gemma read 361 (words 361) · official capture 361 · the paper 361

Decision on the photo: 361, 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 (3)

Gemma · pre-registered run Gemma · pre-registered run Qwen3.8 · pre-registered run

Qwen3.8-27B, pre-registered random run. sourceresults/calls_qwen.jsonl Read in 82.8 s, $0.000484.

Field	Digits	Words
Unused ballots section 2	361	361	✓
Voters on the list section 3	411	411	✓
Representatives who voted section 4	2	2	✓
Voters + representatives section 5	413	413	✓
Ballots taken from the boxes section 7	413	413	✓
Option 01	63	63	✓
Option 02	26	26	✓
Option 03	5	5	✓
Option 04	12	12	✓
Option 05	16	16	✓
Option 06	100	100	✓
Option 07	161	161	✓
Option 08	8	8	✓
Option 09	1	1	✓
Option 10	0	0	✓
Option 11	0	0	✓
Option 12	9	9	✓
Option 13	1	1	✓
Option 14	0	0	✓
Option 15	6	6	✓
Unregistered candidates	0	0	✓
Null votes	5	5	✓
TOTAL section 6	413	413	✓

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