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141097C0100

INE 2024 tally sheet, type 2 phone photo Jalisco certified by comparison sample: clean control

Measured on AMD: Qwen3.8-27B, 2026-10-14, 65.2 s, $0.000451stored read

Every check holds: accepted, nothing to key
Gemma's read of this sheet passes every check of the paper's own arithmetic.
Privacy-masked page of form 141097C0100

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: Accepted: 0 fields to key

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 (4)

Qwen3.8-27B, page + 3 tiles. sourceresults/pilot/tally-witness/results/qwen__*.json This read predates the row-label check; labels are checked on newer reads. Read in 65.2 s, $0.000451.

FieldDigitsWordsOfficial
capture
Certified
Unused ballots
section 2
136 136 136 ✓
Voters on the list
section 3
315 315 315 ✓
Representatives who voted
section 4
5 5 5 ✓
Voters + representatives
section 5
320 320 ✓
Ballots taken from the boxes
section 7
320 320 320 ✓
Option 01 108 108 108 108 ✓
Option 02 rewritten 38 38 38 38 ✓
Option 03 4 4 4 4 ✓
Option 04 8 8 8 8 ✓
Option 05 6 6 6 6 ✓
Option 06 47 47 47 47 ✓
Option 07 84 84 84 84 ✓
Option 08 9 9 9 9 ✓
Option 09 1 1 1 1 ✓
Option 10 1 1 1 1 ✓
Option 11 1 1 1 1 ✓
Option 12 4 4 4 4 ✓
Option 13 1 1 1 1 ✓
Option 14 1 1 1 1 ✓
Option 15 3 3 3 3 ✓
Unregistered candidates 1 1 1 1 ✓
Null votes 3 3 3 3 ✓
TOTAL
section 6
320 320 320 320 ✓

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. Against the official capture this read differs on 0 of 22 fields; after eye-checking, 0.

Now on 300 sheets: the sample audit