Two Hands
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200475C0100

INE 2024 tally sheet, type 2

Measured on AMD: Qwen3.8-Flash-Next, 2026-10-16, 105.8 s, $0.002061stored read

!
Section 5 says 351, section 7 says 349: 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 200475C0100

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: Unregistered candidates not read (blank or faint); 7 row labels not where expected; section 5 = section 7 (351 vs 349)

The paper's own checks

– rows sum to TOTAL not checkable
✓ votaron + representantes = section 5 351 = 351
✕ section 5 = section 7 351 ≠ 349
✓ section 7 = TOTAL 349 = 349
✓ words = digits on every field 23 of 23
Routed to a person

Option 03

Masked crop of Option 03 on form 200475C0100

Gemma read 1 (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)
All fields (23), and other runs of this sheet
Other runs (3)

Qwen3.8-Flash-Next, pre-registered random run. sourceresults/calls_qwen3.8-flash-next.jsonl Read in 105.8 s, $0.002061.

FieldDigitsWordsOfficial
capture
Certified
Unused ballots
section 2
316 316 ✓
Voters on the list
section 3
345 345 ✓
Representatives who voted
section 4
6 6 ✓
Voters + representatives
section 5
351 351 ✓
Ballots taken from the boxes
section 7
349 349 ✓
Option 01 13 13 ✓
Option 02
row 7: the printed label read is not the one expected here
29 29 !
Option 03
row 8: the printed label read is not the one expected here
1 1 !
Option 04 25 25 ✓
Option 05 13 13 ✓
Option 06
row 11: the printed label read is not the one expected here
38 38 !
Option 07 196 196 ✓
Option 08
row 13: the printed label read is not the one expected here
2 2 !
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
2 2 !
Option 11
row 16: the printed label read is not the one expected here
0 0 !
Option 12 21 21 ✓
Option 13 2 2 ✓
Option 14 0 0 ✓
Option 15 3 3 ✓
Unregistered candidates — — !
Null votes 3 3 ✓
TOTAL
section 6
349 349 ✓

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