Two Hands
Try it / tally sheet

122292C0100

INE 2024 tally sheet, type 2

Measured on AMD: Qwen3.8-27B, 2026-10-15, 171.6 s, $0.000399stored read

!
Option 02: row 7: the printed label read is not the one expected here: 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 122292C0100

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: 8 row labels not where expected

The paper's own checks

✓ rows sum to TOTAL 252 = 252
✓ votaron + representantes = section 5 252 = 252
✓ section 5 = section 7 252 = 252
✓ section 7 = TOTAL 252 = 252
✓ words = digits on every field 23 of 23
Routed to a person

Unregistered candidates

Masked crop of Unregistered candidates on form 122292C0100

Gemma read 0 (words 0) · official capture 0 · the paper 0

Decision on the photo: 0, Gemma misread it; the official capture matches the paper. Confirmed by the certified count, by comparison.

Receipt a Merkle receipt for this field in the sample audit of 300 sheets
receipt (JSON)
Routed to a person

Null votes

Masked crop of Null votes on form 122292C0100

Gemma read 9 (words 9) · official capture 9 · the paper 9

Decision on the photo: 9, Gemma misread it; the official capture matches the paper. Confirmed by the certified count, by comparison.

Receipt a Merkle receipt for this field in the sample audit of 300 sheets
receipt (JSON)
Routed to a person

TOTAL

Masked crop of TOTAL on form 122292C0100

Gemma read 252 (words 252) · official capture 252 · the paper 252

Decision on the photo: 252, Gemma misread it; the official capture matches the paper. Confirmed by the certified count, by comparison.

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 171.6 s, $0.000399.

FieldDigitsWordsOfficial
capture
Certified
Unused ballots
section 2
365 365 ✓
Voters on the list
section 3
252 252 ✓
Representatives who voted
section 4
0 0 ✓
Voters + representatives
section 5
252 252 ✓
Ballots taken from the boxes
section 7
252 252 ✓
Option 01 8 8 ✓
Option 02
row 7: the printed label read is not the one expected here
17 17 !
Option 03
row 8: the printed label read is not the one expected here
12 12 !
Option 04 25 25 ✓
Option 05 15 15 ✓
Option 06
row 11: the printed label read is not the one expected here
3 3 !
Option 07 139 139 ✓
Option 08 3 3 ✓
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 0 0 ✓
Option 12
row 17: the printed label read is not the one expected here
21 21 !
Option 13 0 0 ✓
Option 14
row 19: the printed label read is not the one expected here
0 0 !
Option 15
row 20: the printed label read is not the one expected here
0 0 !
Unregistered candidates 0 0 ✓
Null votes 9 9 ✓
TOTAL
section 6
252 252 ✓

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