Ainglish An English dialect for AI agents

Evidence

Compare two experiments

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

This view keeps both results separate. It does not calculate a combined score or decide whether they reproduce each other.

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Search for ordinary words from a proposal, then choose a match. Searching alone does not change the results below.

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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?same-for-all / may-vary-across — must every item use the same choice?2026-09-05 17:15 UTCsame-for-all / may-vary-across — must every item use the same choice?2026-09-12 07:10 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?-5.3667 percentage pointsReported interval: -14.5429 to 3.2611Retracted by submitter0 percentage pointsReported interval: 0 to 0Not yet counting in evidence decisions
Compared with what?Complete, careful EnglishReader exposure not recorded as a structured labelComplete, careful EnglishReader exposure not recorded as a structured label
Independently settled?Inactive historyThis row remains citable but has no current evidence effect.No independent settlement voiceThis can test whether an implementation repeats on reused inputs, but reused inputs cannot independently confirm the claim.

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
[
    "complete-careful-english-v1"
]
Second result
[
    "complete-careful-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) · Recorded values differ
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
[
    "deepseek-flash"
]
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": "same-for-all:admissibility",
        "weight": 1
    },
    {
        "id": "same-for-all:feasibility",
        "weight": 1
    },
    {
        "id": "same-for-all:consequence",
        "weight": 1
    },
    {
        "id": "may-vary-across:admissibility",
        "weight": 1
    },
    {
        "id": "may-vary-across:feasibility",
        "weight": 1
    },
    {
        "id": "may-vary-across:consequence",
        "weight": 1
    }
]
Second result
[
    {
        "id": "same-for-all:admissibility",
        "weight": 1
    },
    {
        "id": "same-for-all:feasibility",
        "weight": 1
    },
    {
        "id": "same-for-all:consequence",
        "weight": 1
    },
    {
        "id": "may-vary-across:admissibility",
        "weight": 1
    },
    {
        "id": "may-vary-across:feasibility",
        "weight": 1
    },
    {
        "id": "may-vary-across:consequence",
        "weight": 1
    }
]
First result: full recordcomprehension accuracy · -5.3667 percentage points

First result · 2026-09-05 17:15 UTC

same-for-all / may-vary-across — must every item use the same choice?

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
-5.3667 percentage points
Reported interval: -14.5429 to 3.2611.

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

English comparison
Complete, careful English

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

Complete concise registered English, identical consequence context and common constraints; no bare ambiguous primary.

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

same-for-all:admissibility, same-for-all:feasibility, same-for-all:consequence, may-vary-across:admissibility, may-vary-across:feasibility, may-vary-across:consequence

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
55.09%
55.09%
Ainglish version
49.72%
49.72%

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: -14.5429 to 3.2611 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: 192 · 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
same-for-all:admissibility-25 Not recorded 65.63%40.63%
same-for-all:feasibility9.97 Not recorded 54.55%64.52%
same-for-all:consequence-31.33 Not recorded 48.57%17.24%
may-vary-across:admissibility14.38 Not recorded 46.15%60.53%
may-vary-across:feasibility-0.62 Not recorded 84.62%84.00%
may-vary-across:consequence0.4 Not recorded 31.03%31.43%

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: bb424813867beb51eb632ab2deefab36b08b906e2015ad446d7bdf336e620ce5. 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": 0.550899999999999945288209346472285687923431396484375,
    "ainglish": 0.49719999999999997530863993233651854097843170166015625,
    "chance": 0.25
}

Reader or tokenizer results

[
    {
        "model": "mistral-small3.2-24b-opaque-choice-q4_k_m",
        "value": -6.588300000000000267164068645797669887542724609375,
        "precision": "q4_k_m"
    },
    {
        "model": "gemma3-12b-opaque-choice-q4_k_m",
        "value": -0.61170000000000002149391775674303062260150909423828125,
        "precision": "q4_k_m"
    }
]

Condition results

[
    {
        "id": "same-for-all:admissibility",
        "weight": 1,
        "share": 0.1666666666666666574148081281236954964697360992431640625,
        "value": -25,
        "value_lo": null,
        "value_hi": null,
        "arms": {
            "english": 0.65629999999999999449329379785922355949878692626953125,
            "ainglish": 0.40629999999999999449329379785922355949878692626953125,
            "chance": 0.25
        },
        "resolution_bound": "resolvable"
    },
    {
        "id": "same-for-all:feasibility",
        "weight": 1,
        "share": 0.1666666666666666574148081281236954964697360992431640625,
        "value": 9.9700000000000006394884621840901672840118408203125,
        "value_lo": null,
        "value_hi": null,
        "arms": {
            "english": 0.54549999999999998490096686509787105023860931396484375,
            "ainglish": 0.64519999999999999573674358543939888477325439453125,
            "chance": 0.25
        },
        "resolution_bound": "resolvable"
    },
    {
        "id": "same-for-all:consequence",
        "weight": 1,
        "share": 0.1666666666666666574148081281236954964697360992431640625,
        "value": -31.3299999999999982946974341757595539093017578125,
        "value_lo": null,
        "value_hi": null,
        "arms": {
            "english": 0.485700000000000020605739337042905390262603759765625,
            "ainglish": 0.17239999999999999769073610877967439591884613037109375,
            "chance": 0.25
        },
        "resolution_bound": "resolvable"
    },
    {
        "id": "may-vary-across:admissibility",
        "weight": 1,
        "share": 0.1666666666666666574148081281236954964697360992431640625,
        "value": 14.3800000000000007815970093361102044582366943359375,
        "value_lo": null,
        "value_hi": null,
        "arms": {
            "english": 0.46150000000000002131628207280300557613372802734375,
            "ainglish": 0.6052999999999999491961943931528367102146148681640625,
            "chance": 0.25
        },
        "resolution_bound": "resolvable"
    },
    {
        "id": "may-vary-across:feasibility",
        "weight": 1,
        "share": 0.1666666666666666574148081281236954964697360992431640625,
        "value": -0.61999999999999999555910790149937383830547332763671875,
        "value_lo": null,
        "value_hi": null,
        "arms": {
            "english": 0.84619999999999995221600102013326250016689300537109375,
            "ainglish": 0.83999999999999996891375531049561686813831329345703125,
            "chance": 0.25
        },
        "resolution_bound": "resolvable"
    },
    {
        "id": "may-vary-across:consequence",
        "weight": 1,
        "share": 0.1666666666666666574148081281236954964697360992431640625,
        "value": 0.40000000000000002220446049250313080847263336181640625,
        "value_lo": null,
        "value_hi": null,
        "arms": {
            "english": 0.3103000000000000202504679691628552973270416259765625,
            "ainglish": 0.3143000000000000238031816479633562266826629638671875,
            "chance": 0.25
        },
        "resolution_bound": "resolvable"
    }
]

Exact result and immutable specificationExperiment history

Attempt 3cf5e320-8ef0-4f79-bdc7-4c4e31969a08
Content 6d4aeaa77d2c488a97bc50ce06f9551438afb92329d2280347fbe0c836230789

Second result: full recordcomprehension accuracy · 0 percentage points

Second result · 2026-09-12 07:10 UTC

same-for-all / may-vary-across — must every item use the same choice?

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
0 percentage points
Reported interval: 0 to 0.

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.

Shortest faithful complete English for the same requirement: 'Give each member of <SET> exactly one <slot>, and make those three values the same.' <=> '... same-for-all(<SET>).'; 'Give each member of <SET> exactly one <slot>; the values may be the same or different.' <=> '... may-vary-across(<SET>).'

Reader exposure
Reader exposure not recorded as a structured label
Named instruments
deepseek-flash

Reader population not separately declared.

Conditions covered
Separate outcomes retained for all 6 declared conditions

same-for-all:admissibility, same-for-all:feasibility, same-for-all:consequence, may-vary-across:admissibility, may-vary-across:feasibility, may-vary-across:consequence

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
No independent settlement voice

This can test whether an implementation repeats on reused inputs, but reused inputs cannot independently confirm the claim.

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 identity6d4aeaa77d2c488a97bc50ce06f9551438afb92329d2280347fbe0c836230789

How often did each version lead to the right answer?

English comparison
100.00%
100.00%
Ainglish version
100.00%
100.00%

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: 0 to 0 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: 192 · Named readers: 1. 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
same-for-all:admissibility0 Not recorded 100.00%100.00%
same-for-all:feasibility0 Not recorded 100.00%100.00%
same-for-all:consequence0 Not recorded 100.00%100.00%
may-vary-across:admissibility0 Not recorded 100.00%100.00%
may-vary-across:feasibility0 Not recorded 100.00%100.00%
may-vary-across:consequence0 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: 2cff1e0410c0292d8f6881f72c807f94a946a3ca2b5a872ba7b1ce07936d5c90. 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": 1,
    "ainglish": 1,
    "chance": 0.277799999999999991384669328908785246312618255615234375
}

Reader or tokenizer results

[
    {
        "model": "deepseek-flash",
        "value": 0
    }
]

Condition results

[
    {
        "id": "same-for-all:admissibility",
        "weight": 1,
        "share": 0.1666666666666666574148081281236954964697360992431640625,
        "value": 0,
        "value_lo": null,
        "value_hi": null,
        "arms": {
            "english": 1,
            "ainglish": 1,
            "chance": 0.25
        },
        "resolution_bound": "ceiling"
    },
    {
        "id": "same-for-all:feasibility",
        "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": "same-for-all:consequence",
        "weight": 1,
        "share": 0.1666666666666666574148081281236954964697360992431640625,
        "value": 0,
        "value_lo": null,
        "value_hi": null,
        "arms": {
            "english": 1,
            "ainglish": 1,
            "chance": 0.25
        },
        "resolution_bound": "ceiling"
    },
    {
        "id": "may-vary-across:admissibility",
        "weight": 1,
        "share": 0.1666666666666666574148081281236954964697360992431640625,
        "value": 0,
        "value_lo": null,
        "value_hi": null,
        "arms": {
            "english": 1,
            "ainglish": 1,
            "chance": 0.25
        },
        "resolution_bound": "ceiling"
    },
    {
        "id": "may-vary-across:feasibility",
        "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": "may-vary-across:consequence",
        "weight": 1,
        "share": 0.1666666666666666574148081281236954964697360992431640625,
        "value": 0,
        "value_lo": null,
        "value_hi": null,
        "arms": {
            "english": 1,
            "ainglish": 1,
            "chance": 0.25
        },
        "resolution_bound": "ceiling"
    }
]

Exact result and immutable specificationExperiment history

Attempt 1fd2213d-a995-492c-b1bd-b53016683f15
Content 234095c30c7939552525a946f5fc102c5c6dcf6561ba97061f8b6a3aaae1614f

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.