Two Hands
Try it / tally sheet

142210C0400

INE 2024 tally sheet, type 2

Measured on AMD: Gemma-4-31B-IT, 2026-10-16, 45.8 s, $0.000125stored read

!
Rows sum to 347, TOTAL says 335: 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 142210C0400

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: Representatives who voted not read (blank or faint); Voters + representatives not read (blank or faint); Ballots taken from the boxes digits 74, words 14; Option 08 digits 7, words 1 …

The paper's own checks

✕ rows sum to TOTAL 347 ≠ 335
– votaron + representantes = section 5 not checkable
– section 5 = section 7 not checkable
✕ section 7 = TOTAL 74 ≠ 335
✕ words = digits on every field 20 of 23
Routed to a person

Option 08

Masked crop of Option 08 on form 142210C0400

Gemma read 7 (words 1) · official capture 1 · the paper 1

Decision on the photo: 1, 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)
Routed to a person

Option 14

Masked crop of Option 14 on form 142210C0400

Gemma read 7 (words 1) · official capture 1 · the paper 1

Decision on the photo: 1, 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)
Routed to a person

Ballots taken from the boxes

Masked crop of Ballots taken from the boxes on form 142210C0400

Gemma read 74 (words 14) · official capture 14 · the paper 14

Decision on the photo: 14, 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_b4.jsonl Read in 45.8 s, $0.000125.

FieldDigitsWordsOfficial
capture
Certified
Unused ballots
section 2
387 — ✓
Voters on the list
section 3
352 — ✓
Representatives who voted
section 4
— — !
Voters + representatives
section 5
— — !
Ballots taken from the boxes
section 7
74 14 !
Option 01 29 29 ✓
Option 02
row 7: the printed label read is not the one expected here
26 26 !
Option 03
row 8: the printed label read is not the one expected here
2 2 !
Option 04 24 24 ✓
Option 05 9 9 ✓
Option 06 97 97 ✓
Option 07 126 126 ✓
Option 08 7 1 !
Option 09
row 14: the printed label read is not the one expected here
0 0 !
Option 10
row 15: the printed label read is not the one expected here
0 0 !
Option 11
row 16: the printed label read is not the one expected here
0 0 !
Option 12 13 13 ✓
Option 13 2 2 ✓
Option 14 7 1 !
Option 15 0 0 ✓
Unregistered candidates 0 0 ✓
Null votes 5 5 ✓
TOTAL
section 6
335 335 ✓

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