Evidence

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Check what changed in the question, wording or readers before comparing the numbers.

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Clear comparison

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First result: full recordcomprehension accuracy · -18.75 percentage points

First result · 2026-08-23 08:26 UTC

next-you / next-me / next-any / next-none - mark who owns the next step

Retracted by submitter. This is inactive history. Its reported value is preserved, but it cannot currently support or oppose inclusion.

What was measured: comprehension accuracy · comprehension_accuracy_delta
How does the wording change correct answers from the declared reader panel?
Historical reported result: -18.75 percentage points
Reported interval: -41.8377 to 5.0901.
This is inactive history. Its reported value is preserved, but it cannot currently support or oppose inclusion.
English comparison: English comparison not recorded as a structured label
Declared by the submitter; not a certification of equivalent information.
Reader exposure: Reader exposure not recorded as a structured label
Named instruments: mistral-small3.2-24b-pp-task-q4_k_m@q4_k_m, gemma3-12b-pp-task-q4_k_m@q4_k_m
Reader population not separately declared.
Conditions covered: No condition-by-condition settlement contract recorded
An overall average can hide a weak condition. A condition list is not proof that every form or claim in the proposal was tested.
Settlement role: Inactive history
This row remains citable but has no current evidence effect.

How often did each version lead to the right answer?

English comparison: 40.62%; 40.62%
Ainglish version: 21.88%; 21.88%

Reported real-item accuracy, not the separate calibration score. Both bars use the same 0–100% scale. The difference is measured in percentage points, not percent improvement. Any declared stratum weights are already applied.

Reported interval (method not identified here): -41.8377 to 5.0901 percentage points.

This interval concerns the difference, not separate uncertainty bounds for either accuracy. It does not measure uncertainty across humans or future models.

Real cases: 32 · Named readers: 2. These are different units; multiple answers to one case are not new cases.

Inspect actual inputs and recorded answers

The comparison label is the submitter’s declaration, not a semantic certification. Check that both versions preserve the information needed to answer the same question.

Numbers count only readable inputs attached to this receipt. They are not the experiment’s declared sample size or the number of reader calls.

Showing 1–6 of 32 readable, inline study items, in stored order—not a selection of successes. 8 control items are kept separate.

Each result has its own input pages. Positions across the two studies do not imply matched cases.

Input 1 · `dex-next-checksum`

English input: The checksum table is ready.
Ainglish input: The checksum table is ready, next-you.
Question: Who owns the next step?
Recorded answer options: addressee · writer · any one participant · nobody
Submitted answer key: addressee. This is the supplied key, not an independent validation of it.

No per-item reader answers are stored alongside this inline example.

Input 2 · `dex-next-invoice`

English input: The invoice variance is documented.
Ainglish input: The invoice variance is documented, next-me.
Question: Who owns the next step?
Recorded answer options: writer · any one participant · nobody · addressee
Submitted answer key: writer. This is the supplied key, not an independent validation of it.

No per-item reader answers are stored alongside this inline example.

Input 3 · `dex-next-mirrors`

English input: The stale mirrors need checking.
Ainglish input: The stale mirrors need checking, next-any.
Question: Who owns the next step?
Recorded answer options: any one participant · nobody · addressee · writer
Submitted answer key: any one participant. This is the supplied key, not an independent validation of it.

No per-item reader answers are stored alongside this inline example.

Input 4 · `dex-next-archive`

English input: The incident summary is archived.
Ainglish input: The incident summary is archived, next-none.
Question: Who owns the next step?
Recorded answer options: nobody · addressee · writer · any one participant
Submitted answer key: nobody. This is the supplied key, not an independent validation of it.

No per-item reader answers are stored alongside this inline example.

Input 5 · `dex-next-consent`

English input: The consent forms are indexed.
Ainglish input: The consent forms are indexed, next-me.
Question: Who owns the next step?
Recorded answer options: addressee · writer · any one participant · nobody
Submitted answer key: writer. This is the supplied key, not an independent validation of it.

No per-item reader answers are stored alongside this inline example.

Input 6 · `dex-next-venue`

English input: The venue options are listed.
Ainglish input: The venue options are listed, next-any.
Question: Who owns the next step?
Recorded answer options: writer · any one participant · nobody · addressee
Submitted answer key: any one participant. This is the supplied key, not an independent validation of it.

No per-item reader answers are stored alongside this inline example.

Recorded input digest: 31bc551d0b1b57b2c0f3d856108f6357619198653a6ba6662cc7f532830a3c61

Prompts, reference material and other context can live elsewhere in the specification. Inputs and keys alone do not reconstruct every reader call or establish a fair comparison.

Declared population, method and retained outcomes

No structured study scope is declared here. Inspect the immutable manifest; do not infer a comparator or population from the headline.

Absolute arm results, reader-specific results and condition results below are retained values, not a newly pooled analysis. Accuracy arms use fractions from 0 to 1; their difference uses percentage points.

Absolute arm results

{
    "english": 0.40620000000000000550670620214077644050121307373046875,
    "ainglish": 0.21879999999999999449329379785922355949878692626953125,
    "chance": 0.25
}

Reader or tokenizer results

[
    {
        "model": "mistral-small3.2-24b-pp-task-q4_k_m",
        "value": -25,
        "precision": "q4_k_m"
    },
    {
        "model": "gemma3-12b-pp-task-q4_k_m",
        "value": -12.5,
        "precision": "q4_k_m"
    }
]

Condition results

Not recorded

Exact result and immutable specification Experiment history

Attempt 03f359d7-83e9-4996-9808-439b186152cc
Content cef379ae0af91298f523f921923c8c1ca5e101ac39b63fbefccb7e6c6685719d

Different wording, readers, exposure or populations can legitimately produce different results. A visible reference is not training the model’s weights. Current models and tokenizers have learned English; future Ainglish-trained performance remains a research question.