Two Hands
Try it / tally sheet

154414C0100

INE 2024 tally sheet, type 2

Measured on AMD: Qwen3.8-27B, 2026-10-15, 193.7 s, $0.000846stored 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 154414C0100

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 320 = 320
✓ votaron + representantes = section 5 320 = 320
✓ section 5 = section 7 320 = 320
✓ section 7 = TOTAL 320 = 320
✓ words = digits on every field 23 of 23
Receipts

Every disputed field of the sample audit of 300 sheets gets a Merkle receipt: its record, the SHA-256 of its crop, and a proof path to one published root. This sheet is not in that sample; see a receipt verified on sheet 122655C0100.

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 193.7 s, $0.000846.

FieldDigitsWordsOfficial
capture
Certified
Unused ballots
section 2
293 293 ✓
Voters on the list
section 3
319 319 ✓
Representatives who voted
section 4
1 1 ✓
Voters + representatives
section 5
320 320 ✓
Ballots taken from the boxes
section 7
320 320 ✓
Option 01 8 8 ✓
Option 02
row 7: the printed label read is not the one expected here
56 56 !
Option 03
row 8: the printed label read is not the one expected here
3 3 !
Option 04
row 9: the printed label read is not the one expected here
9 9 !
Option 05 9 9 ✓
Option 06 44 44 ✓
Option 07 164 164 ✓
Option 08
row 13: the printed label read is not the one expected here
2 2 !
Option 09 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
row 17: the printed label read is not the one expected here
6 6 !
Option 13 0 0 ✓
Option 14
row 19: the printed label read is not the one expected here
2 2 !
Option 15
row 20: the printed label read is not the one expected here
2 2 !
Unregistered candidates 3 3 ✓
Null votes 12 12 ✓
TOTAL
section 6
320 320 ✓

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