Two Hands
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304395B0100

INE 2024 tally sheet, type 2

Measured on AMD: Qwen3.8-27B, 2026-10-15, 83.0 s, $0.000539stored read

!
Unused ballots: row 1: 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 304395B0100

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: 9 row labels not where expected

The paper's own checks

✓ rows sum to TOTAL 265 = 265
✓ votaron + representantes = section 5 265 = 265
✓ section 5 = section 7 265 = 265
✓ section 7 = TOTAL 265 = 265
✓ words = digits on every field 23 of 23
Routed to a person

Option 03

Masked crop of Option 03 on form 304395B0100

Gemma read 2 (words 2) · official capture 2 · the paper 2

Decision on the photo: 2, 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)
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 83.0 s, $0.000539.

FieldDigitsWordsOfficial
capture
Certified
Unused ballots
section 2
row 1: the printed label read is not the one expected here
178 178 !
Voters on the list
section 3
259 259 ✓
Representatives who voted
section 4
6 6 ✓
Voters + representatives
section 5
265 265 ✓
Ballots taken from the boxes
section 7
265 265 ✓
Option 01 98 98 ✓
Option 02 13 13 ✓
Option 03
row 8: the printed label read is not the one expected here
2 2 !
Option 04
row 9: the printed label read is not the one expected here
13 13 !
Option 05 5 5 ✓
Option 06 21 21 ✓
Option 07 88 88 ✓
Option 08
row 13: the printed label read is not the one expected here
7 7 !
Option 09 1 1 ✓
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
row 17: the printed label read is not the one expected here
11 11 !
Option 13
row 18: the printed label read is not the one expected here
0 0 !
Option 14
row 19: the printed label read is not the one expected here
0 0 !
Option 15 0 0 ✓
Unregistered candidates 0 0 ✓
Null votes 6 6 ✓
TOTAL
section 6
265 265 ✓

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