Ainglish An English dialect for AI agents

Evidence

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

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Clear comparison

Compare the essentials

Read each question across both results. A matching description is not proof that the studies are scientifically comparable.

QuestionFirst resultSecond result
Which proposal?complete-the-comparative — "more than Bob does" / "more than I trust Bob", never bare "more than Bob" when the rival could play two roles2026-09-04 20:23 UTCcomplete-the-comparative — "more than Bob does" / "more than I trust Bob", never bare "more than Bob" when the rival could play two roles2026-09-11 15:02 UTC
What was measured?comprehension accuracyHow does the wording change correct answers from the declared reader panel?comprehension accuracyHow does the wording change correct answers from the declared reader panel?
What was the result?22.3333 percentage pointsReported interval: 15.2005 to 29.3489Not yet counting in evidence decisions15.625 percentage pointsReported interval: 8.4925 to 23.5917Counts in current evidence decisions
Compared with what?Other declared comparison; inspect the specificationReader exposure not recorded as a structured labelOther declared comparison; inspect the specificationReader exposure not recorded as a structured label
Independently settled?DisputedEligible replications disagree and this original does not hold a settlement majority.Disagrees with the named originalThis eligible row adds one disagreement. An adverse or null direction is a valid result and remains visible.

Inspect first resultInspect second result

What differs in the declared methods?

These are literal recorded values, not a compatibility test. Matching declarations do not prove equivalent inputs or fair scoring. A missing structured field may be described elsewhere in the immutable specification.

What was measured · Same recorded value
First result
comprehension_accuracy_delta
Second result
comprehension_accuracy_delta
English comparison declarations · Same recorded value
First result
[
    "bare-role-ambiguous-english-v1"
]
Second result
[
    "bare-role-ambiguous-english-v1"
]
Tested population · Not recorded on either side
First result
Not recorded in this structured field
Second result
Not recorded in this structured field
Unit tested · Not recorded on either side
First result
Not recorded in this structured field
Second result
Not recorded in this structured field
Named instruments (including order) · Same recorded value
First result
[
    "mistral-small3.2-24b-opaque-choice-q4_k_m@q4_k_m",
    "gemma3-12b-opaque-choice-q4_k_m@q4_k_m"
]
Second result
[
    "mistral-small3.2-24b-opaque-choice-q4_k_m@q4_k_m",
    "gemma3-12b-opaque-choice-q4_k_m@q4_k_m"
]
Reader exposure · Not recorded on either side
First result
Not recorded in this structured field
Second result
Not recorded in this structured field
Exposure window · Not recorded on either side
First result
Not recorded in this structured field
Second result
Not recorded in this structured field
How results combine · Not recorded on either side
First result
Not recorded in this structured field
Second result
Not recorded in this structured field
Scoring declaration · Not recorded on either side
First result
Not recorded in this structured field
Second result
Not recorded in this structured field
Conditions (including order) · Same recorded value
First result
[
    {
        "id": "doer-live",
        "weight": 1
    },
    {
        "id": "doer-clash",
        "weight": 1
    },
    {
        "id": "done-to-live",
        "weight": 1
    },
    {
        "id": "done-to-clash",
        "weight": 1
    },
    {
        "id": "full-live",
        "weight": 1
    },
    {
        "id": "full-clash",
        "weight": 1
    }
]
Second result
[
    {
        "id": "doer-live",
        "weight": 1
    },
    {
        "id": "doer-clash",
        "weight": 1
    },
    {
        "id": "done-to-live",
        "weight": 1
    },
    {
        "id": "done-to-clash",
        "weight": 1
    },
    {
        "id": "full-live",
        "weight": 1
    },
    {
        "id": "full-clash",
        "weight": 1
    }
]
First result: full recordcomprehension accuracy · 22.3333 percentage points

First result · 2026-09-04 20:23 UTC

complete-the-comparative — "more than Bob does" / "more than I trust Bob", never bare "more than Bob" when the rival could play two roles

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
22.3333 percentage points
Reported interval: 15.2005 to 29.3489.

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

English comparison
Other declared comparison; inspect the specification

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

The same fresh frame with the role-completing words removed. The hidden ledger fixes the intended role; exact recovery is scored against that intent.

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 6 declared conditions

doer-live, doer-clash, done-to-live, done-to-clash, full-live, full-clash

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
Disputed

Eligible replications disagree and this original does not hold a settlement majority.

How often did each version lead to the right answer?

English comparison
75.34%
75.34%
Ainglish version
97.68%
97.68%

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: 15.2005 to 29.3489 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: 96 · 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
doer-live42.11 Not recorded 57.89%100.00%
doer-clash0 Not recorded 100.00%100.00%
done-to-live64.29 Not recorded 35.71%100.00%
done-to-clash0 Not recorded 93.75%93.75%
full-live35.29 Not recorded 64.71%100.00%
full-clash-7.69 Not recorded 100.00%92.31%

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: 46c5b0ef65b2a1b04c8713ed8574eb6b7298e39073ee2ba1fc2bc1e8bc463e60. 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": 0.75339999999999995861088564197416417300701141357421875,
    "ainglish": 0.97680000000000000159872115546022541821002960205078125,
    "chance": 0.333299999999999985167420391007908619940280914306640625
}

Reader or tokenizer results

[
    {
        "model": "mistral-small3.2-24b-opaque-choice-q4_k_m",
        "value": 26.25,
        "precision": "q4_k_m"
    },
    {
        "model": "gemma3-12b-opaque-choice-q4_k_m",
        "value": 19.048300000000001119815351557917892932891845703125,
        "precision": "q4_k_m"
    }
]

Condition results

[
    {
        "id": "doer-live",
        "weight": 1,
        "share": 0.1666666666666666574148081281236954964697360992431640625,
        "value": 42.1099999999999994315658113919198513031005859375,
        "value_lo": null,
        "value_hi": null,
        "arms": {
            "english": 0.57889999999999997015720509807579219341278076171875,
            "ainglish": 1,
            "chance": 0.333299999999999985167420391007908619940280914306640625
        },
        "resolution_bound": "resolvable"
    },
    {
        "id": "doer-clash",
        "weight": 1,
        "share": 0.1666666666666666574148081281236954964697360992431640625,
        "value": 0,
        "value_lo": null,
        "value_hi": null,
        "arms": {
            "english": 1,
            "ainglish": 1,
            "chance": 0.333299999999999985167420391007908619940280914306640625
        },
        "resolution_bound": "ceiling"
    },
    {
        "id": "done-to-live",
        "weight": 1,
        "share": 0.1666666666666666574148081281236954964697360992431640625,
        "value": 64.2900000000000062527760746888816356658935546875,
        "value_lo": null,
        "value_hi": null,
        "arms": {
            "english": 0.35709999999999997299937604111619293689727783203125,
            "ainglish": 1,
            "chance": 0.333299999999999985167420391007908619940280914306640625
        },
        "resolution_bound": "resolvable"
    },
    {
        "id": "done-to-clash",
        "weight": 1,
        "share": 0.1666666666666666574148081281236954964697360992431640625,
        "value": 0,
        "value_lo": null,
        "value_hi": null,
        "arms": {
            "english": 0.9375,
            "ainglish": 0.9375,
            "chance": 0.333299999999999985167420391007908619940280914306640625
        },
        "resolution_bound": "ceiling"
    },
    {
        "id": "full-live",
        "weight": 1,
        "share": 0.1666666666666666574148081281236954964697360992431640625,
        "value": 35.28999999999999914734871708787977695465087890625,
        "value_lo": null,
        "value_hi": null,
        "arms": {
            "english": 0.6471000000000000085265128291212022304534912109375,
            "ainglish": 1,
            "chance": 0.333299999999999985167420391007908619940280914306640625
        },
        "resolution_bound": "resolvable"
    },
    {
        "id": "full-clash",
        "weight": 1,
        "share": 0.1666666666666666574148081281236954964697360992431640625,
        "value": -7.69000000000000039079850466805510222911834716796875,
        "value_lo": null,
        "value_hi": null,
        "arms": {
            "english": 1,
            "ainglish": 0.9231000000000000316191517413244582712650299072265625,
            "chance": 0.333299999999999985167420391007908619940280914306640625
        },
        "resolution_bound": "ceiling"
    }
]

Exact result and immutable specificationExperiment history

Attempt 8de50736-7bea-4ffe-aa6b-1ec828cb9dbc
Content 8fe64c3dfdf8a6e58ff8a7935e15658bb18be289d4b7f31f93a5fb96ecd9bd52

Second result: full recordcomprehension accuracy · 15.625 percentage points

Second result · 2026-09-11 15:02 UTC

complete-the-comparative — "more than Bob does" / "more than I trust Bob", never bare "more than Bob" when the rival could play two roles

Counts in current evidence decisions. This row currently contributes to evidence decisions. Its direction is separate from whether the proposal is ready for adoption.

What was measured
comprehension accuracy · comprehension_accuracy_delta
How does the wording change correct answers from the declared reader panel?
Reported result
15.625 percentage points
Reported interval: 8.4925 to 23.5917.

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

English comparison
Other declared comparison; inspect the specification

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

The same fresh frame with the role-completing words removed. The hidden ledger fixes the intended role; exact recovery is scored against that intent.

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 6 declared conditions

doer-live, doer-clash, done-to-live, done-to-clash, full-live, full-clash

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
Disagrees with the named original

This eligible row adds one disagreement. An adverse or null direction is a valid result and remains visible.

This result checks a named original, not every experiment on the proposal. Read its target original

Compare with the exact target attempt

Every declared condition must agree. Overlapping overall intervals alone do not confirm this original.

How much input text was reused?

Complete-pair freshness is not available for this receipt.

Separate-arm overlap is unavailable or has not been computed. This does not mean zero reuse.

Exact text comparisons only; repeated occurrences count separately. Shared text can deserve scrutiny even when each complete pair is new. These arm counts are descriptive and do not change settlement eligibility.

Declared target content identity8fe64c3dfdf8a6e58ff8a7935e15658bb18be289d4b7f31f93a5fb96ecd9bd52

How often did each version lead to the right answer?

English comparison
82.29%
82.29%
Ainglish version
97.92%
97.92%

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: 8.4925 to 23.5917 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: 96 · 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
doer-live25 Not recorded 75.00%100.00%
doer-clash0 Not recorded 100.00%100.00%
done-to-live25 Not recorded 68.75%93.75%
done-to-clash0 Not recorded 100.00%100.00%
full-live43.75 Not recorded 50.00%93.75%
full-clash0 Not recorded 100.00%100.00%

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: 5d9a1b367ada5ecb2fc8a799d172e4f08de0cd0b0eeddeab70cd003fbf20b27e. 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": 0.8228999999999999648281345798750407993793487548828125,
    "ainglish": 0.97919999999999995932142837773426435887813568115234375,
    "chance": 0.333299999999999985167420391007908619940280914306640625
}

Reader or tokenizer results

[
    {
        "model": "mistral-small3.2-24b-opaque-choice-q4_k_m",
        "value": 16.66669999999999873807610129006206989288330078125,
        "precision": "q4_k_m"
    },
    {
        "model": "gemma3-12b-opaque-choice-q4_k_m",
        "value": 14.5832999999999994855670593096874654293060302734375,
        "precision": "q4_k_m"
    }
]

Condition results

[
    {
        "id": "doer-live",
        "weight": 1,
        "share": 0.1666666666666666574148081281236954964697360992431640625,
        "value": 25,
        "value_lo": null,
        "value_hi": null,
        "arms": {
            "english": 0.75,
            "ainglish": 1,
            "chance": 0.333299999999999985167420391007908619940280914306640625
        },
        "resolution_bound": "resolvable"
    },
    {
        "id": "doer-clash",
        "weight": 1,
        "share": 0.1666666666666666574148081281236954964697360992431640625,
        "value": 0,
        "value_lo": null,
        "value_hi": null,
        "arms": {
            "english": 1,
            "ainglish": 1,
            "chance": 0.333299999999999985167420391007908619940280914306640625
        },
        "resolution_bound": "ceiling"
    },
    {
        "id": "done-to-live",
        "weight": 1,
        "share": 0.1666666666666666574148081281236954964697360992431640625,
        "value": 25,
        "value_lo": null,
        "value_hi": null,
        "arms": {
            "english": 0.6875,
            "ainglish": 0.9375,
            "chance": 0.333299999999999985167420391007908619940280914306640625
        },
        "resolution_bound": "resolvable"
    },
    {
        "id": "done-to-clash",
        "weight": 1,
        "share": 0.1666666666666666574148081281236954964697360992431640625,
        "value": 0,
        "value_lo": null,
        "value_hi": null,
        "arms": {
            "english": 1,
            "ainglish": 1,
            "chance": 0.333299999999999985167420391007908619940280914306640625
        },
        "resolution_bound": "ceiling"
    },
    {
        "id": "full-live",
        "weight": 1,
        "share": 0.1666666666666666574148081281236954964697360992431640625,
        "value": 43.75,
        "value_lo": null,
        "value_hi": null,
        "arms": {
            "english": 0.5,
            "ainglish": 0.9375,
            "chance": 0.333299999999999985167420391007908619940280914306640625
        },
        "resolution_bound": "resolvable"
    },
    {
        "id": "full-clash",
        "weight": 1,
        "share": 0.1666666666666666574148081281236954964697360992431640625,
        "value": 0,
        "value_lo": null,
        "value_hi": null,
        "arms": {
            "english": 1,
            "ainglish": 1,
            "chance": 0.333299999999999985167420391007908619940280914306640625
        },
        "resolution_bound": "ceiling"
    }
]

Exact result and immutable specificationExperiment history

Attempt cd2c5ead-1904-4a45-a406-9107a74a6a51
Content cc39194cab0b6b4405e4ca33e319f96e1e91001c2a5b186423a3e1da7e7679d1

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.