Try it / tally sheet

010441C0100

INE 2024 tally sheet, type 2 scanner Aguascalientes certified by comparison sample: clean control

Measured on AMD: Gemma-4-31B-IT, 2026-10-14, 136.7 s, $0.000119stored read

Every check holds: accepted, nothing to key

Gemma's read of this sheet passes every check of the paper's own arithmetic.

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 365 = 365

✓ votaron + representantes = section 5 365 = 365

✓ section 5 = section 7 365 = 365

✓ section 7 = TOTAL 365 = 365

✓ 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.

Evolus case for this sheet

Evolus case

Paper form intake, run on Evolus

accepted

every identity on the paper holds

Case d7d68726768b · 2026-10-15T09:40:20+00:00 · "Record filing" run 338e6f6a-7cc8-f111-bf5b-000d3aae6dc8: Completed, arithmetic re-checked in Evolus and filed · open the workspace

ok primary read (our app) local gate on the measured read
Accepted: 0 fields to key
skipped document extractor
no extractor schema yet (creating it needs a User API key; see docs/EVOLUS.md)
ok workflow: record filing POST /api/v1/workflows/{workflowId}/execute
execution 338e6f6a-7cc8-f111-bf5b-000d3aae6dc8
ok workflow: status GET /api/v1/workflows/{workflowId}/executions/{executionId}
Completed
ok workflow step: Re-check the paper's arithmetic
done, 1 ms
ok workflow step: Create the record file
done
ok workflow step: Filed record (output)
done
skipped knowledge library
no library id (creating one needs a User API key; see docs/EVOLUS.md)

Full trace: two real sheets, request to receipt · Source code

All fields (23), and other runs of this sheet

Gemma · measured run Qwen3.8 · second reader

Other runs (1)

Gemma · earlier prompt

Gemma-4-31B-IT, page + 4 tiles. sourceresults/pilot/tally-witness/results_v2/gemma__*.json This read predates the row-label check; labels are checked on newer reads. Read in 136.7 s, $0.000119.

Field	Digits	Words	Official capture	Certified
Unused ballots section 2	193	193	193		✓
Voters on the list section 3	355	355	355		✓
Representatives who voted section 4	10	10	10		✓
Voters + representatives section 5	365	365			✓
Ballots taken from the boxes section 7	365	365	365		✓
Option 01	82	82	82	82	✓
Option 02	8	8	8	8	✓
Option 03	2	2	2	2	✓
Option 04	8	8	8	8	✓
Option 05	19	19	19	19	✓
Option 06	36	36	36	36	✓
Option 07	187	187	187	187	✓
Option 08	4	4	4	4	✓
Option 09	4	4	4	4	✓
Option 10	0	0	0	0	✓
Option 11	0	0	0	0	✓
Option 12	7	7	7	7	✓
Option 13	0	0	0	0	✓
Option 14	0	0	0	0	✓
Option 15	3	3	3	3	✓
Unregistered candidates	0	0	0	0	✓
Null votes	5	5	5	5	✓
TOTAL section 6	365	365	365	365	✓

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