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131052B0100

INE 2024 tally sheet, type 2

Measured on AMD: Qwen3.8-27B, 2026-10-15, 141.7 s, $0.000585stored read

!
Ballots taken from the boxes: digit boxes not read (blank or faint); words say 355: 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.
Privacy-masked page of form 131052B0100

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); 2 row labels not where expected

The paper's own checks

✓ rows sum to TOTAL 355 = 355
✓ votaron + representantes = section 5 355 = 355
– section 5 = section 7 not checkable
– section 7 = TOTAL not checkable
✓ words = digits on every field 23 of 23
Routed to a person

Ballots taken from the boxes

Masked crop of Ballots taken from the boxes on form 131052B0100

Gemma read blank (words 355) · official capture 355 · the paper 355

Decision on the photo: 355, 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)
All fields (23), and other runs of this sheet
Other runs (2)

Qwen3.8-27B, pre-registered random run. sourceresults/calls_qwen.jsonl Read in 141.7 s, $0.000585.

FieldDigitsWordsOfficial
capture
Certified
Unused ballots
section 2
190 190 ✓
Voters on the list
section 3
354 354 ✓
Representatives who voted
section 4
1 1 ✓
Voters + representatives
section 5
355 355 ✓
Ballots taken from the boxes
section 7
— 355 !
Option 01 19 19 ✓
Option 02
row 7: the printed label read is not the one expected here
31 31 !
Option 03 2 2 ✓
Option 04 24 24 ✓
Option 05 133 133 ✓
Option 06 9 9 ✓
Option 07 115 115 ✓
Option 08 0 0 ✓
Option 09
row 14: the printed label read is not the one expected here
0 0 !
Option 10 0 0 ✓
Option 11 0 0 ✓
Option 12 2 2 ✓
Option 13 5 5 ✓
Option 14 0 0 ✓
Option 15 6 6 ✓
Unregistered candidates 0 0 ✓
Null votes 9 9 ✓
TOTAL
section 6
355 355 ✓

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