Try it / tally sheet

220225C0200

INE 2024 tally sheet, type 2

Measured on AMD: Qwen3.8-Flash-Next, 2026-10-16, 119.9 s, $0.001797stored read

Option 03: row 8: the printed label read is not the one expected here: 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: 4 row labels not where expected

The paper's own checks

✓ rows sum to TOTAL 452 = 452

✓ votaron + representantes = section 5 452 = 452

✓ section 5 = section 7 452 = 452

✓ section 7 = TOTAL 452 = 452

✓ words = digits on every field 23 of 23

Routed to a person

Unregistered candidates

Gemma read 3 (words 3) · official capture 3 · the paper 3

Decision on the photo: 3, Gemma misread it; the official capture matches 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)

Checked against the official capture

Option 07

Gemma read 240 (words 240) · official capture 290 · the paper 240

Decision on the photo: 240, the official capture does not match the paper. Confirmed by a person, blind, from the photo.

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 290; the paper says 240.

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 119.9 s, $0.001797.

Field	Digits	Words
Unused ballots section 2	164	164	✓
Voters on the list section 3	449	449	✓
Representatives who voted section 4	3	3	✓
Voters + representatives section 5	452	452	✓
Ballots taken from the boxes section 7	452	452	✓
Option 01	77	77	✓
Option 02	16	16	✓
Option 03 row 8: the printed label read is not the one expected here	1	1	!
Option 04	17	17	✓
Option 05	28	28	✓
Option 06	35	35	✓
Option 07	240	240	✓
Option 08 row 13: the printed label read is not the one expected here	5	5	!
Option 09	2	2	✓
Option 10 row 15: the printed label read is not the one expected here	1	1	!
Option 11 row 16: the printed label read is not the one expected here	0	0	!
Option 12	9	9	✓
Option 13	2	2	✓
Option 14	2	2	✓
Option 15	3	3	✓
Unregistered candidates	3	3	✓
Null votes	11	11	✓
TOTAL section 6	452	452	✓

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