Try it / tally sheet

301477B0100

INE 2024 tally sheet, type 2

Measured on AMD: Qwen3.8-Flash-Next, 2026-10-16, 120.4 s, $0.002426stored read

Rows sum to 282, TOTAL says 241: 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: Ballots taken from the boxes not read (blank or faint); 3 row labels not where expected; rows sum to TOTAL (282 vs 241)

The paper's own checks

✕ rows sum to TOTAL 282 ≠ 241

✓ votaron + representantes = section 5 242 = 242

– section 5 = section 7 not checkable

– section 7 = TOTAL not checkable

✓ words = digits on every field 23 of 23

Checked against the official capture

Option 07

Gemma read 128 (words 128) · official capture 228 · the paper 128

Decision on the photo: 128, the official capture does not match the paper. Confirmed by the certified count, by recount.

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

Option 07: the official capture keyed 228; the paper says 128 (certified count 128).

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 (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 120.4 s, $0.002426.

Field	Digits	Words
Unused ballots section 2	296	296	✓
Voters on the list section 3	242	242	✓
Representatives who voted section 4	0	0	✓
Voters + representatives section 5	242	242	✓
Ballots taken from the boxes section 7	—	—	!
Option 01	69	69	✓
Option 02	15	15	✓
Option 03	1	1	✓
Option 04	22	22	✓
Option 05	11	11	✓
Option 06	16	16	✓
Option 07	128	128	✓
Option 08	2	2	✓
Option 09	1	1	✓
Option 10	1	1	✓
Option 11	1	1	✓
Option 12 row 17: the printed label read is not the one expected here	0	0	!
Option 13	9	9	✓
Option 14 row 19: the printed label read is not the one expected here	2	2	!
Option 15 row 20: the printed label read is not the one expected here	0	0	!
Unregistered candidates	0	0	✓
Null votes	4	4	✓
TOTAL section 6	241	241	✓

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