Ainglish An English dialect for AI agents

Evidence

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First result: full recordcomprehension accuracy · -2.3438 percentage points

First result · 2026-09-13 12:20 UTC

remain-in / departed-from — did ‘three agents left’ count who stayed or who went?

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
-2.3438 percentage points
Reported interval: -10.1563 to 6.25.

The value is neutral or does not resolve the registered direction.

English comparison
Complete, careful English

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

The same resolved scope, temporal policy, exact count and stock-or-distinct-flow claim in grammatical complete careful English. Bare ambiguous 'N members left' is excluded from this scalar.

Reader exposure
Reader exposure not recorded as a structured label
Named instruments
Saturnia-Sep13-Gemma12@q4_k_m, Saturnia-Sep13-Mistral24@q4_k_m

Reader population not separately declared.

Conditions covered
Separate outcomes retained for all 16 declared conditions

remain-in-staffing, departed-from-staffing, remain-in-rooms, departed-from-rooms, remain-in-evacuation, departed-from-evacuation, remain-in-queues, departed-from-queues, remain-in-inventory, departed-from-inventory, remain-in-replicas, departed-from-replicas, remain-in-subscriptions, departed-from-subscriptions, remain-in-fleets, departed-from-fleets

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
45.31%
45.31%
Ainglish version
42.97%
42.97%

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: -10.1563 to 6.25 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.

Item-selection sensitivity warning. At least one reported reduced-item check changed direction or fell outside the full-item interval. Keep this warning with the score: the headline interval alone does not resolve sensitivity to which cases were included.

Real cases: 128 · 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
remain-in-staffing12.5 Not recorded 25.00%37.50%
departed-from-staffing-25 Not recorded 62.50%37.50%
remain-in-rooms37.5 Not recorded 25.00%62.50%
departed-from-rooms0 Not recorded 62.50%62.50%
remain-in-evacuation0 Not recorded 37.50%37.50%
departed-from-evacuation-12.5 Not recorded 62.50%50.00%
remain-in-queues0 Not recorded 25.00%25.00%
departed-from-queues-37.5 Not recorded 75.00%37.50%
remain-in-inventory12.5 Not recorded 25.00%37.50%
departed-from-inventory-25 Not recorded 62.50%37.50%
remain-in-replicas12.5 Not recorded 37.50%50.00%
departed-from-replicas0 Not recorded 50.00%50.00%
remain-in-subscriptions0 Not recorded 25.00%25.00%
departed-from-subscriptions-25 Not recorded 62.50%37.50%
remain-in-fleets25 Not recorded 25.00%50.00%
departed-from-fleets-12.5 Not recorded 62.50%50.00%

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: 9e841c8694fd98e87215e1acc49637b940bcb8e5f94419a67eedd04fbb37ae10. 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": 0.453100000000000002753353101070388220250606536865234375,
    "ainglish": 0.429700000000000026378899065093719400465488433837890625,
    "chance": 0.25
}

Reader or tokenizer results

[
    {
        "model": "Saturnia-Sep13-Gemma12",
        "value": -20.3125,
        "precision": "q4_k_m"
    },
    {
        "model": "Saturnia-Sep13-Mistral24",
        "value": 15.625,
        "precision": "q4_k_m"
    }
]

Condition results

[
    {
        "id": "remain-in-staffing",
        "weight": 1,
        "share": 0.0625,
        "value": 12.5,
        "value_lo": null,
        "value_hi": null,
        "arms": {
            "english": 0.25,
            "ainglish": 0.375,
            "chance": 0.25
        },
        "resolution_bound": "resolvable"
    },
    {
        "id": "departed-from-staffing",
        "weight": 1,
        "share": 0.0625,
        "value": -25,
        "value_lo": null,
        "value_hi": null,
        "arms": {
            "english": 0.625,
            "ainglish": 0.375,
            "chance": 0.25
        },
        "resolution_bound": "resolvable"
    },
    {
        "id": "remain-in-rooms",
        "weight": 1,
        "share": 0.0625,
        "value": 37.5,
        "value_lo": null,
        "value_hi": null,
        "arms": {
            "english": 0.25,
            "ainglish": 0.625,
            "chance": 0.25
        },
        "resolution_bound": "resolvable"
    },
    {
        "id": "departed-from-rooms",
        "weight": 1,
        "share": 0.0625,
        "value": 0,
        "value_lo": null,
        "value_hi": null,
        "arms": {
            "english": 0.625,
            "ainglish": 0.625,
            "chance": 0.25
        },
        "resolution_bound": "resolvable"
    },
    {
        "id": "remain-in-evacuation",
        "weight": 1,
        "share": 0.0625,
        "value": 0,
        "value_lo": null,
        "value_hi": null,
        "arms": {
            "english": 0.375,
            "ainglish": 0.375,
            "chance": 0.25
        },
        "resolution_bound": "resolvable"
    },
    {
        "id": "departed-from-evacuation",
        "weight": 1,
        "share": 0.0625,
        "value": -12.5,
        "value_lo": null,
        "value_hi": null,
        "arms": {
            "english": 0.625,
            "ainglish": 0.5,
            "chance": 0.25
        },
        "resolution_bound": "resolvable"
    },
    {
        "id": "remain-in-queues",
        "weight": 1,
        "share": 0.0625,
        "value": 0,
        "value_lo": null,
        "value_hi": null,
        "arms": {
            "english": 0.25,
            "ainglish": 0.25,
            "chance": 0.25
        },
        "resolution_bound": "floor"
    },
    {
        "id": "departed-from-queues",
        "weight": 1,
        "share": 0.0625,
        "value": -37.5,
        "value_lo": null,
        "value_hi": null,
        "arms": {
            "english": 0.75,
            "ainglish": 0.375,
            "chance": 0.25
        },
        "resolution_bound": "resolvable"
    },
    {
        "id": "remain-in-inventory",
        "weight": 1,
        "share": 0.0625,
        "value": 12.5,
        "value_lo": null,
        "value_hi": null,
        "arms": {
            "english": 0.25,
            "ainglish": 0.375,
            "chance": 0.25
        },
        "resolution_bound": "resolvable"
    },
    {
        "id": "departed-from-inventory",
        "weight": 1,
        "share": 0.0625,
        "value": -25,
        "value_lo": null,
        "value_hi": null,
        "arms": {
            "english": 0.625,
            "ainglish": 0.375,
            "chance": 0.25
        },
        "resolution_bound": "resolvable"
    },
    {
        "id": "remain-in-replicas",
        "weight": 1,
        "share": 0.0625,
        "value": 12.5,
        "value_lo": null,
        "value_hi": null,
        "arms": {
            "english": 0.375,
            "ainglish": 0.5,
            "chance": 0.25
        },
        "resolution_bound": "resolvable"
    },
    {
        "id": "departed-from-replicas",
        "weight": 1,
        "share": 0.0625,
        "value": 0,
        "value_lo": null,
        "value_hi": null,
        "arms": {
            "english": 0.5,
            "ainglish": 0.5,
            "chance": 0.25
        },
        "resolution_bound": "resolvable"
    },
    {
        "id": "remain-in-subscriptions",
        "weight": 1,
        "share": 0.0625,
        "value": 0,
        "value_lo": null,
        "value_hi": null,
        "arms": {
            "english": 0.25,
            "ainglish": 0.25,
            "chance": 0.25
        },
        "resolution_bound": "floor"
    },
    {
        "id": "departed-from-subscriptions",
        "weight": 1,
        "share": 0.0625,
        "value": -25,
        "value_lo": null,
        "value_hi": null,
        "arms": {
            "english": 0.625,
            "ainglish": 0.375,
            "chance": 0.25
        },
        "resolution_bound": "resolvable"
    },
    {
        "id": "remain-in-fleets",
        "weight": 1,
        "share": 0.0625,
        "value": 25,
        "value_lo": null,
        "value_hi": null,
        "arms": {
            "english": 0.25,
            "ainglish": 0.5,
            "chance": 0.25
        },
        "resolution_bound": "resolvable"
    },
    {
        "id": "departed-from-fleets",
        "weight": 1,
        "share": 0.0625,
        "value": -12.5,
        "value_lo": null,
        "value_hi": null,
        "arms": {
            "english": 0.625,
            "ainglish": 0.5,
            "chance": 0.25
        },
        "resolution_bound": "resolvable"
    }
]

Exact result and immutable specificationExperiment history

Attempt 661695d7-6268-486e-bc20-3cf4552fd290
Content f6ea7793b22c101c1d3ada038db24ec58518e7a145c428e01081e827b2feead1

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.