Ainglish An English dialect for AI agents

Evidence

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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?caused-by(<C>) / co-occurring(<C>) — say whether you're asserting a cause or only a sequence2026-09-14 21:37 UTCcaused-by(<C>) / co-occurring(<C>) — say whether you're asserting a cause or only a sequence2026-10-25 19:11 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?-23.4375 percentage pointsReported interval: -29.6875 to -17.1875Not yet counting in evidence decisions-15.625 percentage pointsReported interval: -21.4173 to -10.1245Retracted by submitter
Compared with what?Complete, careful EnglishReader exposure not recorded as a structured labelComplete, careful EnglishReader exposure not recorded as a structured label
Independently settled?DisputedEligible replications disagree and this original does not hold a settlement majority.Inactive historyThis row remains citable but has no current evidence effect.

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
[
    "Saturnia-Sep14-Cause-Gemma12@q4_k_m",
    "Saturnia-Sep14-Cause-Mistral24@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": "caused-by-healthcare",
        "weight": 1
    },
    {
        "id": "co-occurring-healthcare",
        "weight": 1
    },
    {
        "id": "caused-by-aviation",
        "weight": 1
    },
    {
        "id": "co-occurring-aviation",
        "weight": 1
    },
    {
        "id": "caused-by-agriculture",
        "weight": 1
    },
    {
        "id": "co-occurring-agriculture",
        "weight": 1
    },
    {
        "id": "caused-by-broadcasting",
        "weight": 1
    },
    {
        "id": "co-occurring-broadcasting",
        "weight": 1
    },
    {
        "id": "caused-by-municipal",
        "weight": 1
    },
    {
        "id": "co-occurring-municipal",
        "weight": 1
    },
    {
        "id": "caused-by-astronomy",
        "weight": 1
    },
    {
        "id": "co-occurring-astronomy",
        "weight": 1
    },
    {
        "id": "caused-by-education",
        "weight": 1
    },
    {
        "id": "co-occurring-education",
        "weight": 1
    },
    {
        "id": "caused-by-shipping",
        "weight": 1
    },
    {
        "id": "co-occurring-shipping",
        "weight": 1
    }
]
Second result
[
    {
        "id": "caused-by-healthcare",
        "weight": 1
    },
    {
        "id": "co-occurring-healthcare",
        "weight": 1
    },
    {
        "id": "caused-by-aviation",
        "weight": 1
    },
    {
        "id": "co-occurring-aviation",
        "weight": 1
    },
    {
        "id": "caused-by-agriculture",
        "weight": 1
    },
    {
        "id": "co-occurring-agriculture",
        "weight": 1
    },
    {
        "id": "caused-by-broadcasting",
        "weight": 1
    },
    {
        "id": "co-occurring-broadcasting",
        "weight": 1
    },
    {
        "id": "caused-by-municipal",
        "weight": 1
    },
    {
        "id": "co-occurring-municipal",
        "weight": 1
    },
    {
        "id": "caused-by-astronomy",
        "weight": 1
    },
    {
        "id": "co-occurring-astronomy",
        "weight": 1
    },
    {
        "id": "caused-by-education",
        "weight": 1
    },
    {
        "id": "co-occurring-education",
        "weight": 1
    },
    {
        "id": "caused-by-shipping",
        "weight": 1
    },
    {
        "id": "co-occurring-shipping",
        "weight": 1
    }
]
First result: full recordcomprehension accuracy · -23.4375 percentage points

First result · 2026-09-14 21:37 UTC

caused-by(<C>) / co-occurring(<C>) — say whether you're asserting a cause or only a sequence

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
-23.4375 percentage points
Reported interval: -29.6875 to -17.1875.

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.

For caused-by, careful English asserts that C produced Y and that the speaker owes a mechanism or intervention if challenged. For co-occurring, careful English says C preceded or accompanied Y while explicitly withholding the claim that C produced Y. No bare sequence comparator is included in this scalar.

Reader exposure
Reader exposure not recorded as a structured label
Named instruments
Saturnia-Sep14-Cause-Gemma12@q4_k_m, Saturnia-Sep14-Cause-Mistral24@q4_k_m

Reader population not separately declared.

Conditions covered
Separate outcomes retained for all 16 declared conditions

caused-by-healthcare, co-occurring-healthcare, caused-by-aviation, co-occurring-aviation, caused-by-agriculture, co-occurring-agriculture, caused-by-broadcasting, co-occurring-broadcasting, caused-by-municipal, co-occurring-municipal, caused-by-astronomy, co-occurring-astronomy, caused-by-education, co-occurring-education, caused-by-shipping, co-occurring-shipping

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
100.00%
100.00%
Ainglish version
76.56%
76.56%

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: -29.6875 to -17.1875 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: 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
caused-by-healthcare-50 Not recorded 100.00%50.00%
co-occurring-healthcare-12.5 Not recorded 100.00%87.50%
caused-by-aviation-50 Not recorded 100.00%50.00%
co-occurring-aviation0 Not recorded 100.00%100.00%
caused-by-agriculture-50 Not recorded 100.00%50.00%
co-occurring-agriculture-12.5 Not recorded 100.00%87.50%
caused-by-broadcasting-37.5 Not recorded 100.00%62.50%
co-occurring-broadcasting0 Not recorded 100.00%100.00%
caused-by-municipal-37.5 Not recorded 100.00%62.50%
co-occurring-municipal0 Not recorded 100.00%100.00%
caused-by-astronomy-37.5 Not recorded 100.00%62.50%
co-occurring-astronomy0 Not recorded 100.00%100.00%
caused-by-education-37.5 Not recorded 100.00%62.50%
co-occurring-education-12.5 Not recorded 100.00%87.50%
caused-by-shipping-37.5 Not recorded 100.00%62.50%
co-occurring-shipping0 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: f273a518088e9c7eadffd8977dd04a832d162dca4a5746822216fdd0fdaf017f. 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": 0.76559999999999994724220186981256119906902313232421875,
    "chance": 0.25
}

Reader or tokenizer results

[
    {
        "model": "Saturnia-Sep14-Cause-Gemma12",
        "value": -20.3125,
        "precision": "q4_k_m"
    },
    {
        "model": "Saturnia-Sep14-Cause-Mistral24",
        "value": -26.5625,
        "precision": "q4_k_m"
    }
]

Condition results

[
    {
        "id": "caused-by-healthcare",
        "weight": 1,
        "share": 0.0625,
        "value": -50,
        "value_lo": null,
        "value_hi": null,
        "arms": {
            "english": 1,
            "ainglish": 0.5,
            "chance": 0.25
        },
        "resolution_bound": "resolvable"
    },
    {
        "id": "co-occurring-healthcare",
        "weight": 1,
        "share": 0.0625,
        "value": -12.5,
        "value_lo": null,
        "value_hi": null,
        "arms": {
            "english": 1,
            "ainglish": 0.875,
            "chance": 0.25
        },
        "resolution_bound": "resolvable"
    },
    {
        "id": "caused-by-aviation",
        "weight": 1,
        "share": 0.0625,
        "value": -50,
        "value_lo": null,
        "value_hi": null,
        "arms": {
            "english": 1,
            "ainglish": 0.5,
            "chance": 0.25
        },
        "resolution_bound": "resolvable"
    },
    {
        "id": "co-occurring-aviation",
        "weight": 1,
        "share": 0.0625,
        "value": 0,
        "value_lo": null,
        "value_hi": null,
        "arms": {
            "english": 1,
            "ainglish": 1,
            "chance": 0.25
        },
        "resolution_bound": "ceiling"
    },
    {
        "id": "caused-by-agriculture",
        "weight": 1,
        "share": 0.0625,
        "value": -50,
        "value_lo": null,
        "value_hi": null,
        "arms": {
            "english": 1,
            "ainglish": 0.5,
            "chance": 0.25
        },
        "resolution_bound": "resolvable"
    },
    {
        "id": "co-occurring-agriculture",
        "weight": 1,
        "share": 0.0625,
        "value": -12.5,
        "value_lo": null,
        "value_hi": null,
        "arms": {
            "english": 1,
            "ainglish": 0.875,
            "chance": 0.25
        },
        "resolution_bound": "resolvable"
    },
    {
        "id": "caused-by-broadcasting",
        "weight": 1,
        "share": 0.0625,
        "value": -37.5,
        "value_lo": null,
        "value_hi": null,
        "arms": {
            "english": 1,
            "ainglish": 0.625,
            "chance": 0.25
        },
        "resolution_bound": "resolvable"
    },
    {
        "id": "co-occurring-broadcasting",
        "weight": 1,
        "share": 0.0625,
        "value": 0,
        "value_lo": null,
        "value_hi": null,
        "arms": {
            "english": 1,
            "ainglish": 1,
            "chance": 0.25
        },
        "resolution_bound": "ceiling"
    },
    {
        "id": "caused-by-municipal",
        "weight": 1,
        "share": 0.0625,
        "value": -37.5,
        "value_lo": null,
        "value_hi": null,
        "arms": {
            "english": 1,
            "ainglish": 0.625,
            "chance": 0.25
        },
        "resolution_bound": "resolvable"
    },
    {
        "id": "co-occurring-municipal",
        "weight": 1,
        "share": 0.0625,
        "value": 0,
        "value_lo": null,
        "value_hi": null,
        "arms": {
            "english": 1,
            "ainglish": 1,
            "chance": 0.25
        },
        "resolution_bound": "ceiling"
    },
    {
        "id": "caused-by-astronomy",
        "weight": 1,
        "share": 0.0625,
        "value": -37.5,
        "value_lo": null,
        "value_hi": null,
        "arms": {
            "english": 1,
            "ainglish": 0.625,
            "chance": 0.25
        },
        "resolution_bound": "resolvable"
    },
    {
        "id": "co-occurring-astronomy",
        "weight": 1,
        "share": 0.0625,
        "value": 0,
        "value_lo": null,
        "value_hi": null,
        "arms": {
            "english": 1,
            "ainglish": 1,
            "chance": 0.25
        },
        "resolution_bound": "ceiling"
    },
    {
        "id": "caused-by-education",
        "weight": 1,
        "share": 0.0625,
        "value": -37.5,
        "value_lo": null,
        "value_hi": null,
        "arms": {
            "english": 1,
            "ainglish": 0.625,
            "chance": 0.25
        },
        "resolution_bound": "resolvable"
    },
    {
        "id": "co-occurring-education",
        "weight": 1,
        "share": 0.0625,
        "value": -12.5,
        "value_lo": null,
        "value_hi": null,
        "arms": {
            "english": 1,
            "ainglish": 0.875,
            "chance": 0.25
        },
        "resolution_bound": "resolvable"
    },
    {
        "id": "caused-by-shipping",
        "weight": 1,
        "share": 0.0625,
        "value": -37.5,
        "value_lo": null,
        "value_hi": null,
        "arms": {
            "english": 1,
            "ainglish": 0.625,
            "chance": 0.25
        },
        "resolution_bound": "resolvable"
    },
    {
        "id": "co-occurring-shipping",
        "weight": 1,
        "share": 0.0625,
        "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 be7fb959-832a-4a0d-9fdd-1ddaeaa5a4e1
Content c0a5df1f6cd0ff63c4e3b23a79ffe24c70f6e42c9be805a857b4a142faadcde8

Second result: full recordcomprehension accuracy · -15.625 percentage points

Second result · 2026-10-25 19:11 UTC

caused-by(<C>) / co-occurring(<C>) — say whether you're asserting a cause or only a sequence

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
-15.625 percentage points
Reported interval: -21.4173 to -10.1245.

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.

Source comparator, instantiated as the source declared it: the English arm carries the complete careful-English expansion (caused-by asserts that C caused Y and commits the speaker to a mechanism or an intervention; co-occurring says C came before or alongside Y and withholds any causal claim), and the marked arm carries the compact caused-by(<C>)/co-occurring(<C>) form over the identical memo context.

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 16 declared conditions

caused-by-healthcare, co-occurring-healthcare, caused-by-aviation, co-occurring-aviation, caused-by-agriculture, co-occurring-agriculture, caused-by-broadcasting, co-occurring-broadcasting, caused-by-municipal, co-occurring-municipal, caused-by-astronomy, co-occurring-astronomy, caused-by-education, co-occurring-education, caused-by-shipping, co-occurring-shipping

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.

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: different. 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 identityc0a5df1f6cd0ff63c4e3b23a79ffe24c70f6e42c9be805a857b4a142faadcde8

How often did each version lead to the right answer?

English comparison
100.00%
100.00%
Ainglish version
84.38%
84.38%

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: -21.4173 to -10.1245 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: 256 · 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
caused-by-healthcare-37.5 Not recorded 100.00%62.50%
co-occurring-healthcare0 Not recorded 100.00%100.00%
caused-by-aviation-25 Not recorded 100.00%75.00%
co-occurring-aviation0 Not recorded 100.00%100.00%
caused-by-agriculture-50 Not recorded 100.00%50.00%
co-occurring-agriculture0 Not recorded 100.00%100.00%
caused-by-broadcasting0 Not recorded 100.00%100.00%
co-occurring-broadcasting0 Not recorded 100.00%100.00%
caused-by-municipal-25 Not recorded 100.00%75.00%
co-occurring-municipal0 Not recorded 100.00%100.00%
caused-by-astronomy-37.5 Not recorded 100.00%62.50%
co-occurring-astronomy0 Not recorded 100.00%100.00%
caused-by-education-37.5 Not recorded 100.00%62.50%
co-occurring-education0 Not recorded 100.00%100.00%
caused-by-shipping-37.5 Not recorded 100.00%62.50%
co-occurring-shipping0 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: c717e724c2bccb2505be706ecbc5b15e5ed2f8ad2c9f7a4952e4ab0843c33955. 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": 0.84379999999999999449329379785922355949878692626953125,
    "chance": 0.25
}

Reader or tokenizer results

[
    {
        "model": "deepseek-flash",
        "value": -15.625
    }
]

Condition results

[
    {
        "id": "caused-by-healthcare",
        "weight": 1,
        "share": 0.0625,
        "value": -37.5,
        "value_lo": null,
        "value_hi": null,
        "arms": {
            "english": 1,
            "ainglish": 0.625,
            "chance": 0.25
        },
        "resolution_bound": "resolvable"
    },
    {
        "id": "co-occurring-healthcare",
        "weight": 1,
        "share": 0.0625,
        "value": 0,
        "value_lo": null,
        "value_hi": null,
        "arms": {
            "english": 1,
            "ainglish": 1,
            "chance": 0.25
        },
        "resolution_bound": "ceiling"
    },
    {
        "id": "caused-by-aviation",
        "weight": 1,
        "share": 0.0625,
        "value": -25,
        "value_lo": null,
        "value_hi": null,
        "arms": {
            "english": 1,
            "ainglish": 0.75,
            "chance": 0.25
        },
        "resolution_bound": "resolvable"
    },
    {
        "id": "co-occurring-aviation",
        "weight": 1,
        "share": 0.0625,
        "value": 0,
        "value_lo": null,
        "value_hi": null,
        "arms": {
            "english": 1,
            "ainglish": 1,
            "chance": 0.25
        },
        "resolution_bound": "ceiling"
    },
    {
        "id": "caused-by-agriculture",
        "weight": 1,
        "share": 0.0625,
        "value": -50,
        "value_lo": null,
        "value_hi": null,
        "arms": {
            "english": 1,
            "ainglish": 0.5,
            "chance": 0.25
        },
        "resolution_bound": "resolvable"
    },
    {
        "id": "co-occurring-agriculture",
        "weight": 1,
        "share": 0.0625,
        "value": 0,
        "value_lo": null,
        "value_hi": null,
        "arms": {
            "english": 1,
            "ainglish": 1,
            "chance": 0.25
        },
        "resolution_bound": "ceiling"
    },
    {
        "id": "caused-by-broadcasting",
        "weight": 1,
        "share": 0.0625,
        "value": 0,
        "value_lo": null,
        "value_hi": null,
        "arms": {
            "english": 1,
            "ainglish": 1,
            "chance": 0.25
        },
        "resolution_bound": "ceiling"
    },
    {
        "id": "co-occurring-broadcasting",
        "weight": 1,
        "share": 0.0625,
        "value": 0,
        "value_lo": null,
        "value_hi": null,
        "arms": {
            "english": 1,
            "ainglish": 1,
            "chance": 0.25
        },
        "resolution_bound": "ceiling"
    },
    {
        "id": "caused-by-municipal",
        "weight": 1,
        "share": 0.0625,
        "value": -25,
        "value_lo": null,
        "value_hi": null,
        "arms": {
            "english": 1,
            "ainglish": 0.75,
            "chance": 0.25
        },
        "resolution_bound": "resolvable"
    },
    {
        "id": "co-occurring-municipal",
        "weight": 1,
        "share": 0.0625,
        "value": 0,
        "value_lo": null,
        "value_hi": null,
        "arms": {
            "english": 1,
            "ainglish": 1,
            "chance": 0.25
        },
        "resolution_bound": "ceiling"
    },
    {
        "id": "caused-by-astronomy",
        "weight": 1,
        "share": 0.0625,
        "value": -37.5,
        "value_lo": null,
        "value_hi": null,
        "arms": {
            "english": 1,
            "ainglish": 0.625,
            "chance": 0.25
        },
        "resolution_bound": "resolvable"
    },
    {
        "id": "co-occurring-astronomy",
        "weight": 1,
        "share": 0.0625,
        "value": 0,
        "value_lo": null,
        "value_hi": null,
        "arms": {
            "english": 1,
            "ainglish": 1,
            "chance": 0.25
        },
        "resolution_bound": "ceiling"
    },
    {
        "id": "caused-by-education",
        "weight": 1,
        "share": 0.0625,
        "value": -37.5,
        "value_lo": null,
        "value_hi": null,
        "arms": {
            "english": 1,
            "ainglish": 0.625,
            "chance": 0.25
        },
        "resolution_bound": "resolvable"
    },
    {
        "id": "co-occurring-education",
        "weight": 1,
        "share": 0.0625,
        "value": 0,
        "value_lo": null,
        "value_hi": null,
        "arms": {
            "english": 1,
            "ainglish": 1,
            "chance": 0.25
        },
        "resolution_bound": "ceiling"
    },
    {
        "id": "caused-by-shipping",
        "weight": 1,
        "share": 0.0625,
        "value": -37.5,
        "value_lo": null,
        "value_hi": null,
        "arms": {
            "english": 1,
            "ainglish": 0.625,
            "chance": 0.25
        },
        "resolution_bound": "resolvable"
    },
    {
        "id": "co-occurring-shipping",
        "weight": 1,
        "share": 0.0625,
        "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 22f4f775-62b4-4d0f-8c36-80d148c83ebf
Content f77a4c3f0b71e2e368194af04356ade96a3d00277d588a9c1f373f3716e54bca

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.