Two Hands
Try it / tally sheet

093831B0100

INE 2024 tally sheet, type 2

Measured on AMD: Gemma-4-31B-IT, 2026-10-16, 134.5 s, $0.000064stored read

!
Rows sum to 569, TOTAL says 0: 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 093831B0100

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: 12 row labels not where expected; rows sum to TOTAL (569 vs 0); section 7 = TOTAL (388 vs 0)

The paper's own checks

✕ rows sum to TOTAL 569 ≠ 0
✓ votaron + representantes = section 5 388 = 388
✓ section 5 = section 7 388 = 388
✕ section 7 = TOTAL 388 ≠ 0
✓ words = digits on every field 23 of 23
Routed to a person

Option 11

Masked crop of Option 11 on form 093831B0100

Gemma read 1 (words 1) · official capture Ilegible · the paper 0/4?

Decision on the photo: 0/4?, the paper itself is ambiguous. Ai adjudicator, from the photo (person check pending).

Receipt a Merkle receipt for this field in the sample audit of 300 sheets
receipt (JSON)
Routed to a person

Option 12

Masked crop of Option 12 on form 093831B0100

Gemma read 0 (words 0) · official capture Ilegible · the paper 12

Decision on the photo: 12, neither matches the paper. Ai adjudicator, from the photo (person check pending).

Receipt a Merkle receipt for this field in the sample audit of 300 sheets
receipt (JSON)
Checked against the official capture

Unregistered candidates

Masked crop of Unregistered candidates on form 093831B0100

Gemma read 2 (words 2) · official capture Ilegible · the paper 0

Decision on the photo: 0, the official capture does not match 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)
Checked against the official capture

Null votes

Masked crop of Null votes on form 093831B0100

Gemma read 5 (words 5) · official capture Ilegible · the paper 9

Decision on the photo: 9, the official capture does not match the paper. Confirmed by a person, blind, from the photo.

Receipt a Merkle receipt for this field in the sample audit of 300 sheets
receipt (JSON)
Checked against the official capture

Option 03

Masked crop of Option 03 on form 093831B0100

Gemma read 7 (words 7) · official capture Ilegible · the paper 7

Decision on the photo: 7, the official capture does not match 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)
Checked against the official capture

Option 04

Masked crop of Option 04 on form 093831B0100

Gemma read 11 (words 11) · official capture Ilegible · the paper 11

Decision on the photo: 11, the official capture does not match 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)
Checked against the official capture

Option 05

Masked crop of Option 05 on form 093831B0100

Gemma read 8 (words 8) · official capture Ilegible · the paper 8

Decision on the photo: 8, the official capture does not match 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)
Checked against the official capture

Option 06

Masked crop of Option 06 on form 093831B0100

Gemma read 39 (words 39) · official capture Ilegible · the paper 39

Decision on the photo: 39, the official capture does not match 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)
Checked against the official capture

Option 07

Masked crop of Option 07 on form 093831B0100

Gemma read 199 (words 199) · official capture Ilegible · the paper 199

Decision on the photo: 199, the official capture does not match the paper. Confirmed by a person, blind, from the photo.

Receipt a Merkle receipt for this field in the sample audit of 300 sheets
receipt (JSON)
Checked against the official capture

Option 08

Masked crop of Option 08 on form 093831B0100

Gemma read 7 (words 7) · official capture Ilegible · the paper 7

Decision on the photo: 7, the official capture does not match 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)
Checked against the official capture

Option 09

Masked crop of Option 09 on form 093831B0100

Gemma read 199 (words 199) · official capture Ilegible · the paper 1

Decision on the photo: 1, the official capture does not match 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)
Checked against the official capture

Option 10

Masked crop of Option 10 on form 093831B0100

Gemma read 7 (words 7) · official capture Ilegible · the paper 0

Decision on the photo: 0, the official capture does not match 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)
Checked against the official capture

Option 13

Masked crop of Option 13 on form 093831B0100

Gemma read 0 (words 0) · official capture Ilegible · the paper 2

Decision on the photo: 2, the official capture does not match 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)
Checked against the official capture

Option 14

Masked crop of Option 14 on form 093831B0100

Gemma read 1 (words 1) · official capture Ilegible · the paper 2

Decision on the photo: 2, the official capture does not match 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)
Checked against the official capture

Option 15

Masked crop of Option 15 on form 093831B0100

Gemma read 2 (words 2) · official capture Ilegible · the paper 5

Decision on the photo: 5, the official capture does not match 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)
Checked against the official capture

Ballots taken from the boxes

Masked crop of Ballots taken from the boxes on form 093831B0100

Gemma read 388 (words 388) · official capture Ilegible · the paper 388

Decision on the photo: 388, the official capture does not match the paper. Ai adjudicator, from the photo (person check pending).

Receipt a Merkle receipt for this field in the sample audit of 300 sheets
receipt (JSON)
Checked against the official capture

TOTAL

Masked crop of TOTAL on form 093831B0100

Gemma read 0 (words 0) · official capture Ilegible · the paper 383

Decision on the photo: 383, the official capture does not match 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)

Separately: the official capture was wrong here

The official typed record (PREP), not Gemma's read

Option 06: the official capture keyed Ilegible; the paper says 39 (certified count 39).

Option 07: the official capture keyed Ilegible; the paper says 199.

Unregistered candidates: the official capture keyed Ilegible; the paper says 0 (certified count 0).

Null votes: the official capture keyed Ilegible; the paper says 9.

Option 10: the official capture keyed Ilegible; the paper says 0 (certified count 0).

Option 09: the official capture keyed Ilegible; the paper says 1 (certified count 1).

Option 08: the official capture keyed Ilegible; the paper says 7 (certified count 7).

Option 03: the official capture keyed Ilegible; the paper says 7 (certified count 7).

Option 05: the official capture keyed Ilegible; the paper says 8 (certified count 8).

Option 15: the official capture keyed Ilegible; the paper says 5 (certified count 5).

Option 04: the official capture keyed Ilegible; the paper says 11 (certified count 11).

Option 14: the official capture keyed Ilegible; the paper says 2 (certified count 2).

Option 13: the official capture keyed Ilegible; the paper says 2 (certified count 2).

Ballots taken from the boxes: the official capture keyed Ilegible; the paper says 388.

TOTAL: the official capture keyed Ilegible; the paper says 383 (certified count 383).

This compares the official typed record with the paper, not Gemma's read.

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

Gemma-4-31B-IT, pre-registered random run. sourceresults/calls_gemma_b4.jsonl Read in 134.5 s, $0.000064.

FieldDigitsWordsOfficial
capture
Certified
Unused ballots
section 2
234 234 ✓
Voters on the list
section 3
384 384 ✓
Representatives who voted
section 4
4 4 ✓
Voters + representatives
section 5
388 388 ✓
Ballots taken from the boxes
section 7
388 388 ✓
Option 01 63 63 ✓
Option 02
row 7: the printed label read is not the one expected here
18 18 !
Option 03
row 8: the printed label read is not the one expected here
7 7 !
Option 04 11 11 ✓
Option 05 8 8 ✓
Option 06 39 39 ✓
Option 07 199 199 ✓
Option 08 7 7 ✓
Option 09
row 14: the printed label read is not the one expected here
199 199 !
Option 10
row 15: the printed label read is not the one expected here
7 7 !
Option 11
row 16: the printed label read is not the one expected here
1 1 !
Option 12
row 17: the printed label read is not the one expected here
0 0 !
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
1 1 !
Option 15
row 20: the printed label read is not the one expected here
2 2 !
Unregistered candidates
row 21: the printed label read is not the one expected here
2 2 !
Null votes
row 22: the printed label read is not the one expected here
5 5 !
TOTAL
section 6
row 23: the printed label read is not the one expected here
0 0 !

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