Two Hands
Try it / tally sheet

070144C0200

INE 2024 tally sheet, type 2

Measured on AMD: Gemma-4-31B-IT, 2026-10-15, 45.0 s, $0.000146stored 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 070144C0200

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); Option 08 not read (blank or faint); Option 09 not read (blank or faint); Option 10 not read (blank or faint) …

The paper's own checks

– rows sum to TOTAL not checkable
✓ votaron + representantes = section 5 400 = 400
– section 5 = section 7 not checkable
– section 7 = TOTAL not checkable
✓ words = digits on every field 23 of 23
Routed to a person

Option 11

Masked crop of Option 11 on form 070144C0200

Gemma read blank · official capture 2 · the paper 2

Decision on the photo: 2, Gemma misread it; the official capture matches 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)
Routed to a person

Option 12

Masked crop of Option 12 on form 070144C0200

Gemma read 2 (words 2) · official capture Sin dato · the paper blank

Decision on the photo: blank, 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 (3)

Gemma-4-31B-IT, pre-registered random run. sourceresults/calls_gemma.jsonl Read in 45.0 s, $0.000146.

FieldDigitsWordsOfficial
capture
Certified
Unused ballots
section 2
294 294 ✓
Voters on the list
section 3
400 400 ✓
Representatives who voted
section 4
0 — ✓
Voters + representatives
section 5
400 400 ✓
Ballots taken from the boxes
section 7
— — !
Option 01 3 3 ✓
Option 02 37 37 ✓
Option 03 3 3 ✓
Option 04 20 20 ✓
Option 05 60 60 ✓
Option 06 60 60 ✓
Option 07 180 180 ✓
Option 08 — — !
Option 09 — — !
Option 10 — — !
Option 11 — — !
Option 12
row 17: the printed label read is not the one expected here
2 2 !
Option 13 17 17 ✓
Option 14 — — !
Option 15
row 20: the printed label read is not the one expected here
1 1 !
Unregistered candidates 2 2 ✓
Null votes 14 14 ✓
TOTAL
section 6
399 399 ✓

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