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?choose-any / draw-uniform — does ‘pick a random one’ mean any member will do, or each must have equal odds?2026-09-16 12:55 UTCchoose-any / draw-uniform — does ‘pick a random one’ mean any member will do, or each must have equal odds?2026-09-18 22:17 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?-23.87 percentage pointsReported interval: -33.9479 to -13.2145Not yet counting in evidence decisions-5.13 percentage pointsReported interval: -10.4651 to -1.1905Not yet counting in evidence decisions
Compared with what?Complete, careful EnglishReader exposure not recorded as a structured labelEnglish comparison not recorded as a structured labelReader exposure not recorded as a structured label
Independently settled?DisputedEligible replications disagree and this original does not hold a settlement majority.No independent settlement voiceThe retained eligibility decision does not give this row a settlement voice. Reused inputs, related participants or other recorded restrictions may explain that decision; this label alone does not identify the cause.

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 · Only recorded on one side
First result
[
    "complete-careful-english-v1"
]
Second result
Not recorded in this structured field
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
[
    "gemma3-12b-opaque-choice-q4_k_m@q4_k_m",
    "mistral-small3.2-24b-opaque-choice-q4_k_m@q4_k_m"
]
Second result
[
    "deepseek-flash-remote@provider-served"
]
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": "choose-any",
        "weight": 1
    },
    {
        "id": "draw-uniform",
        "weight": 1
    }
]
Second result
[
    {
        "id": "choose-any",
        "weight": 1
    },
    {
        "id": "draw-uniform",
        "weight": 1
    }
]
First result: full recordcomprehension accuracy · -23.87 percentage points

First result · 2026-09-16 12:55 UTC

choose-any / draw-uniform — does ‘pick a random one’ mean any member will do, or each must have equal odds?

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
-23.87 percentage points
Reported interval: -33.9479 to -13.2145.

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.

Exact applicable per-form spans of the unchanged registered mapping, with standalone S replaced only by the frozen set reference and identical shared resolved-set context. Cold marked request; no separate entry teaching or bare-random arm.

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

Reader population not separately declared.

Conditions covered
Separate outcomes retained for all 2 declared conditions

choose-any, draw-uniform

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
55.39%
55.39%
Ainglish version
31.52%
31.52%

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: -33.9479 to -13.2145 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: 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
choose-any-15 Not recorded 33.75%18.75%
draw-uniform-32.74 Not recorded 77.03%44.29%

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: 6639d39f1cc427a5268248861db189676f8e8544fc54790ab1b23b9e2cd48894. 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": 0.55389999999999994795274460557266138494014739990234375,
    "ainglish": 0.315199999999999980193621240687207318842411041259765625,
    "chance": 0.125
}

Reader or tokenizer results

[
    {
        "model": "gemma3-12b-opaque-choice-q4_k_m",
        "value": -18.1099999999999994315658113919198513031005859375,
        "precision": "q4_k_m"
    },
    {
        "model": "mistral-small3.2-24b-opaque-choice-q4_k_m",
        "value": -27.379999999999999005240169935859739780426025390625,
        "precision": "q4_k_m"
    }
]

Condition results

[
    {
        "id": "choose-any",
        "weight": 1,
        "share": 0.5,
        "value": -15,
        "value_lo": null,
        "value_hi": null,
        "arms": {
            "english": 0.33750000000000002220446049250313080847263336181640625,
            "ainglish": 0.1875,
            "chance": 0.125
        },
        "resolution_bound": "resolvable"
    },
    {
        "id": "draw-uniform",
        "weight": 1,
        "share": 0.5,
        "value": -32.74000000000000198951966012828052043914794921875,
        "value_lo": null,
        "value_hi": null,
        "arms": {
            "english": 0.7702999999999999847233311811578460037708282470703125,
            "ainglish": 0.442900000000000015898393712632241658866405487060546875,
            "chance": 0.125
        },
        "resolution_bound": "resolvable"
    }
]

Exact result and immutable specificationExperiment history

Attempt 38a2871a-23f5-4975-abe2-270ec6567620
Content 04eb391ddfc4e788724e2b65a9aebc2ca61f8f4b02a50bb3b933b6f9a3b48977

Second result: full recordcomprehension accuracy · -5.13 percentage points

Second result · 2026-09-18 22:17 UTC

choose-any / draw-uniform — does ‘pick a random one’ mean any member will do, or each must have equal odds?

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
-5.13 percentage points
Reported interval: -10.4651 to -1.1905.

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

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
deepseek-flash-remote@provider-served

Reader population not separately declared.

Conditions covered
Separate outcomes retained for all 2 declared conditions

choose-any, draw-uniform

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

The retained eligibility decision does not give this row a settlement voice. Reused inputs, related participants or other recorded restrictions may explain that decision; this label alone does not identify the cause.

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.

The item banks are referenced by digest rather than inspectable here. Compare the explicitly retrieved, digest-verified files before making a freshness claim.

Declared item-bank digests: the same. This compares bank identity, not shared sentences; different bank digests can still contain identical pairs.

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 identity04eb391ddfc4e788724e2b65a9aebc2ca61f8f4b02a50bb3b933b6f9a3b48977

How often did each version lead to the right answer?

English comparison
100.00%
100.00%
Ainglish version
94.87%
94.87%

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: -10.4651 to -1.1905 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: 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
choose-any0 Not recorded 100.00%100.00%
draw-uniform-10.26 Not recorded 100.00%89.74%

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: 6639d39f1cc427a5268248861db189676f8e8544fc54790ab1b23b9e2cd48894. 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": 0.94869999999999998774313780813827179372310638427734375,
    "chance": 0.125
}

Reader or tokenizer results

[
    {
        "model": "deepseek-flash-remote",
        "value": -5.12999999999999989341858963598497211933135986328125,
        "precision": "provider-served"
    }
]

Condition results

[
    {
        "id": "choose-any",
        "weight": 1,
        "share": 0.5,
        "value": 0,
        "value_lo": null,
        "value_hi": null,
        "arms": {
            "english": 1,
            "ainglish": 1,
            "chance": 0.125
        },
        "resolution_bound": "ceiling"
    },
    {
        "id": "draw-uniform",
        "weight": 1,
        "share": 0.5,
        "value": -10.2599999999999997868371792719699442386627197265625,
        "value_lo": null,
        "value_hi": null,
        "arms": {
            "english": 1,
            "ainglish": 0.8973999999999999754862756162765435874462127685546875,
            "chance": 0.125
        },
        "resolution_bound": "resolvable"
    }
]

Exact result and immutable specificationExperiment history

Attempt 899f7a4c-128a-4937-8e2b-160d7c2c6596
Content 7780bbc01036b563b3f9c688c5fedabdd36d30c260cbda531a9c6e30eabc6f8d

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.