Two Hands
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240035C0100

INE 2024 tally sheet, type 2

Measured on AMD: Gemma-4-31B-IT, 2026-10-16, 32.2 s, $0.000127stored read

!
Rows sum to 423, TOTAL says 363: 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 240035C0100

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: Null votes digits 73, words 13; 7 row labels not where expected; rows sum to TOTAL (423 vs 363)

The paper's own checks

✕ rows sum to TOTAL 423 ≠ 363
✓ votaron + representantes = section 5 363 = 363
✓ section 5 = section 7 363 = 363
✓ section 7 = TOTAL 363 = 363
✕ words = digits on every field 22 of 23
Routed to a person

Null votes

Masked crop of Null votes on form 240035C0100

Gemma read 73 (words 13) · official capture 13 · the paper 13

Decision on the photo: 13, Gemma misread it; the official capture matches the paper. Confirmed by the certified count, by recount.

With the paper's 13, rows sum to TOTAL gives 363 = 363.

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 32.2 s, $0.000127.

FieldDigitsWordsOfficial
capture
Certified
Unused ballots
section 2
127 127 ✓
Voters on the list
section 3
360 360 ✓
Representatives who voted
section 4
3 3 ✓
Voters + representatives
section 5
363 363 ✓
Ballots taken from the boxes
section 7
363 363 ✓
Option 01 58 58 ✓
Option 02
row 7: the printed label read is not the one expected here
20 20 !
Option 03
row 8: the printed label read is not the one expected here
4 4 !
Option 04 90 90 ✓
Option 05 10 10 ✓
Option 06
row 11: the printed label read is not the one expected here
39 39 !
Option 07 114 114 ✓
Option 08
row 13: the printed label read is not the one expected here
5 5 !
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 7 7 ✓
Option 13 0 0 ✓
Option 14 2 2 ✓
Option 15 1 1 ✓
Unregistered candidates 0 0 ✓
Null votes 73 13 !
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