Try it / tally sheet

143194B0100

INE 2024 tally sheet, type 2

Measured on AMD: Gemma-4-31B-IT, 2026-10-16, 41.7 s, $0.000126stored read

Option 02: row 7: 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: 9 row labels not where expected

The paper's own checks

✓ rows sum to TOTAL 542 = 542

✓ votaron + representantes = section 5 542 = 542

✓ section 5 = section 7 542 = 542

✓ section 7 = TOTAL 542 = 542

✓ words = digits on every field 23 of 23

Receipts

Every disputed field of the sample audit of 300 sheets gets a Merkle receipt: its record, the SHA-256 of its crop, and a proof path to one published root. This sheet is not in that sample; see a receipt verified on sheet 122655C0100.

Full trace: two real sheets, request to receipt · Source code

All fields (23), and other runs of this sheet

Gemma · pre-registered run

Other runs (2)

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

Gemma-4-31B-IT, pre-registered random run. sourceresults/calls_gemma_b4.jsonl Read in 41.7 s, $0.000126.

Field	Digits	Words
Unused ballots section 2	234	234	✓
Voters on the list section 3	539	539	✓
Representatives who voted section 4	3	3	✓
Voters + representatives section 5	542	542	✓
Ballots taken from the boxes section 7	542	542	✓
Option 01	311	311	✓
Option 02 row 7: the printed label read is not the one expected here	60	60	!
Option 03 row 8: the printed label read is not the one expected here	6	6	!
Option 04 row 9: the printed label read is not the one expected here	2	2	!
Option 05	7	7	✓
Option 06 rewritten row 11: the printed label read is not the one expected here	30	30	!
Option 07	94	94	✓
Option 08	15	15	✓
Option 09	3	3	✓
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	1	1	!
Option 12 row 17: the printed label read is not the one expected here	3	3	!
Option 13	0	0	✓
Option 14 row 19: the printed label read is not the one expected here	0	0	!
Option 15 row 20: the printed label read is not the one expected here	2	2	!
Unregistered candidates	3	3	✓
Null votes	4	4	✓
TOTAL section 6	542	542	✓

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