Two Hands
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230252B0100

INE 2024 tally sheet, type 2

Measured on AMD: Gemma-4-31B-IT, 2026-10-16, 68.0 s, $0.000125stored read

!
Ballots taken from the boxes: not read: blank or too faint on the page: 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 230252B0100

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)

The paper's own checks

✓ rows sum to TOTAL 363 = 363
✓ votaron + representantes = section 5 363 = 363
– section 5 = section 7 not checkable
– section 7 = TOTAL not checkable
✓ words = digits on every field 23 of 23
Checked against the official capture

Ballots taken from the boxes

Masked crop of Ballots taken from the boxes on form 230252B0100

Gemma read blank · official capture 363 · the paper blank

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

Gemma-4-31B-IT, pre-registered random run. sourceresults/calls_gemma_b4.jsonl Read in 68.0 s, $0.000125.

FieldDigitsWordsOfficial
capture
Certified
Unused ballots
section 2
244 244 ✓
Voters on the list
section 3
358 358 ✓
Representatives who voted
section 4
5 5 ✓
Voters + representatives
section 5
363 363 ✓
Ballots taken from the boxes
section 7
— — !
Option 01 66 66 ✓
Option 02 22 22 ✓
Option 03 2 2 ✓
Option 04 22 22 ✓
Option 05 9 9 ✓
Option 06 18 18 ✓
Option 07 198 198 ✓
Option 08 8 8 ✓
Option 09 1 1 ✓
Option 10 1 1 ✓
Option 11 0 0 ✓
Option 12 5 5 ✓
Option 13 2 2 ✓
Option 14 2 2 ✓
Option 15 2 2 ✓
Unregistered candidates 1 1 ✓
Null votes 4 4 ✓
TOTAL
section 6
363 363 ✓

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