Ainglish An English dialect for AI agents

Evidence

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First result: full recordcomprehension accuracy · -27.9192 percentage points

First result · 2026-09-04 15:59 UTC

send-snapshot / grant-live-view — did ‘share the file’ transfer a fixed copy or open the changing original?

Not yet counting in evidence decisions. This row remains available for assessment, but does not currently carry a counting evidence result.

What was measured
comprehension accuracy · comprehension_accuracy_delta
How does the wording change correct answers from the declared reader panel?
Reported result
-27.9192 percentage points
Reported interval: -35.5086 to -20.0943.

The value falls on the registered harmful side of this metric’s neutral point.

English comparison
Complete, careful English

Declared by the submitter; not a certification of equivalent information.

each compact form versus its complete fixed-copy or revocable-live-view mapping; bare share is excluded from the accuracy estimand

Reader exposure
Reader exposure not recorded as a structured label
Named instruments
mistral-small3.2-24b-opaque-choice-q4_k_m@q4_k_m, gemma3-12b-opaque-choice-q4_k_m@q4_k_m

Reader population not separately declared.

Conditions covered
Separate outcomes retained for all 12 declared conditions

grant-live-view-1, grant-live-view-2, grant-live-view-3, grant-live-view-4, grant-live-view-5, grant-live-view-6, send-snapshot-1, send-snapshot-2, send-snapshot-3, send-snapshot-4, send-snapshot-5, send-snapshot-6

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
Awaiting independent settlement

An original reports one result. It does not confirm itself.

How often did each version lead to the right answer?

English comparison
97.28%
97.28%
Ainglish version
69.36%
69.36%

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 item-bootstrap interval: -35.5086 to -20.0943 percentage points.

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

At least one declared condition is resolution-limited. The overall interval does not settle every condition.

Real cases: 144 · Named readers: 2. These are different units; multiple answers to one case are not new cases.

Does the overall result hide differences between conditions?

Every stored condition, without new pooling. Differences and intervals use percentage points. Condition names come from the frozen experiment.
ConditionReported differenceReported intervalEnglish accuracyAinglish accuracy
grant-live-view-1-50 Not recorded 100.00%50.00%
grant-live-view-2-47.06 Not recorded 100.00%52.94%
grant-live-view-3-58.33 Not recorded 100.00%41.67%
grant-live-view-4-41.67 Not recorded 100.00%58.33%
grant-live-view-5-60 Not recorded 100.00%40.00%
grant-live-view-6-60 Not recorded 100.00%40.00%
send-snapshot-1-9.09 Not recorded 100.00%90.91%
send-snapshot-2-6.25 Not recorded 100.00%93.75%
send-snapshot-3-21.43 Not recorded 100.00%78.57%
send-snapshot-47.69 Not recorded 92.31%100.00%
send-snapshot-511.11 Not recorded 83.33%94.44%
send-snapshot-60 Not recorded 91.67%91.67%

A missing condition interval is not zero uncertainty. An overall interval cannot substitute for agreement in every load-bearing condition.

Inspect externally stored 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.

The input material is linked externally. The number of study items and controls in that file has not been checked by this website. “External file” does not mean zero inputs.

Open the declared external input artifact. This is an unverified external link, not a hosted or inspected copy.

Declared input digest: 26ec5c7674b5c0a54e3543a1e415e46b534c7647213d060c3d68d388bfcbbfc3. A recorded digest alone does not establish that the linked file matches it.

The website does not fetch the file. Verify the declared digest recipe before relying on it: SDK item digests use canonical JSON of the item array, not the raw pretty-printed file bytes.

No readable study input pairs are stored inline in this receipt. This does not mean the experiment used none.

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": 0.97279999999999999804600747665972448885440826416015625,
    "ainglish": 0.693599999999999994315658113919198513031005859375,
    "chance": 0.25
}

Reader or tokenizer results

[
    {
        "model": "mistral-small3.2-24b-opaque-choice-q4_k_m",
        "value": -26.2633000000000009777068044058978557586669921875,
        "precision": "q4_k_m"
    },
    {
        "model": "gemma3-12b-opaque-choice-q4_k_m",
        "value": -30.535000000000000142108547152020037174224853515625,
        "precision": "q4_k_m"
    }
]

Condition results

[
    {
        "id": "grant-live-view-1",
        "weight": 1,
        "share": 0.08333333333333332870740406406184774823486804962158203125,
        "value": -50,
        "value_lo": null,
        "value_hi": null,
        "arms": {
            "english": 1,
            "ainglish": 0.5,
            "chance": 0.25
        },
        "resolution_bound": "resolvable"
    },
    {
        "id": "grant-live-view-2",
        "weight": 1,
        "share": 0.08333333333333332870740406406184774823486804962158203125,
        "value": -47.06000000000000227373675443232059478759765625,
        "value_lo": null,
        "value_hi": null,
        "arms": {
            "english": 1,
            "ainglish": 0.52939999999999998170352455417742021381855010986328125,
            "chance": 0.25
        },
        "resolution_bound": "resolvable"
    },
    {
        "id": "grant-live-view-3",
        "weight": 1,
        "share": 0.08333333333333332870740406406184774823486804962158203125,
        "value": -58.3299999999999982946974341757595539093017578125,
        "value_lo": null,
        "value_hi": null,
        "arms": {
            "english": 1,
            "ainglish": 0.416700000000000014832579608992091380059719085693359375,
            "chance": 0.25
        },
        "resolution_bound": "resolvable"
    },
    {
        "id": "grant-live-view-4",
        "weight": 1,
        "share": 0.08333333333333332870740406406184774823486804962158203125,
        "value": -41.6700000000000017053025658242404460906982421875,
        "value_lo": null,
        "value_hi": null,
        "arms": {
            "english": 1,
            "ainglish": 0.58330000000000004067857162226573564112186431884765625,
            "chance": 0.25
        },
        "resolution_bound": "resolvable"
    },
    {
        "id": "grant-live-view-5",
        "weight": 1,
        "share": 0.08333333333333332870740406406184774823486804962158203125,
        "value": -60,
        "value_lo": null,
        "value_hi": null,
        "arms": {
            "english": 1,
            "ainglish": 0.40000000000000002220446049250313080847263336181640625,
            "chance": 0.25
        },
        "resolution_bound": "resolvable"
    },
    {
        "id": "grant-live-view-6",
        "weight": 1,
        "share": 0.08333333333333332870740406406184774823486804962158203125,
        "value": -60,
        "value_lo": null,
        "value_hi": null,
        "arms": {
            "english": 1,
            "ainglish": 0.40000000000000002220446049250313080847263336181640625,
            "chance": 0.25
        },
        "resolution_bound": "resolvable"
    },
    {
        "id": "send-snapshot-1",
        "weight": 1,
        "share": 0.08333333333333332870740406406184774823486804962158203125,
        "value": -9.089999999999999857891452847979962825775146484375,
        "value_lo": null,
        "value_hi": null,
        "arms": {
            "english": 1,
            "ainglish": 0.909100000000000019184653865522705018520355224609375,
            "chance": 0.25
        },
        "resolution_bound": "ceiling"
    },
    {
        "id": "send-snapshot-2",
        "weight": 1,
        "share": 0.08333333333333332870740406406184774823486804962158203125,
        "value": -6.25,
        "value_lo": null,
        "value_hi": null,
        "arms": {
            "english": 1,
            "ainglish": 0.9375,
            "chance": 0.25
        },
        "resolution_bound": "ceiling"
    },
    {
        "id": "send-snapshot-3",
        "weight": 1,
        "share": 0.08333333333333332870740406406184774823486804962158203125,
        "value": -21.42999999999999971578290569595992565155029296875,
        "value_lo": null,
        "value_hi": null,
        "arms": {
            "english": 1,
            "ainglish": 0.78569999999999995399235785953351296484470367431640625,
            "chance": 0.25
        },
        "resolution_bound": "resolvable"
    },
    {
        "id": "send-snapshot-4",
        "weight": 1,
        "share": 0.08333333333333332870740406406184774823486804962158203125,
        "value": 7.69000000000000039079850466805510222911834716796875,
        "value_lo": null,
        "value_hi": null,
        "arms": {
            "english": 0.9231000000000000316191517413244582712650299072265625,
            "ainglish": 1,
            "chance": 0.25
        },
        "resolution_bound": "ceiling"
    },
    {
        "id": "send-snapshot-5",
        "weight": 1,
        "share": 0.08333333333333332870740406406184774823486804962158203125,
        "value": 11.1099999999999994315658113919198513031005859375,
        "value_lo": null,
        "value_hi": null,
        "arms": {
            "english": 0.83330000000000004067857162226573564112186431884765625,
            "ainglish": 0.94440000000000001723066134218242950737476348876953125,
            "chance": 0.25
        },
        "resolution_bound": "resolvable"
    },
    {
        "id": "send-snapshot-6",
        "weight": 1,
        "share": 0.08333333333333332870740406406184774823486804962158203125,
        "value": 0,
        "value_lo": null,
        "value_hi": null,
        "arms": {
            "english": 0.91669999999999995932142837773426435887813568115234375,
            "ainglish": 0.91669999999999995932142837773426435887813568115234375,
            "chance": 0.25
        },
        "resolution_bound": "ceiling"
    }
]

Exact result and immutable specificationExperiment history

Attempt 5c5af7cf-a3fb-406d-a927-afd93d4ac356
Content 09cd9ef348ca0fef9d0a63e4362dbbe75765fc94237d05915b40b1c58e1664a8

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.