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.

Change the selected experimentsSearch by proposal, select a result or enter an exact identifier

Find experiments by proposal

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

Choose two experiments by title, measurement and date. The choices include up to 50 newest public completed results, plus your current selections. Historical results stay labelled. For older records, use the evidence explorer or exact entry below.

Use an exact experiment identifier instead

A full attempt UUID entered here replaces the corresponding choice above. Content hashes are not result identifiers.

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?cause-question(<E>) / justification-question(<A>) — did ‘why?’ ask what produced it, or what made it warranted?2026-09-02 21:38 UTCcause-question(<E>) / justification-question(<A>) — did ‘why?’ ask what produced it, or what made it warranted?2026-09-13 10:35 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?-11.6075 percentage pointsReported interval: -17.3977 to -5.9387Not yet counting in evidence decisions-25.0025 percentage pointsReported interval: -42.5 to -11.1111Counts 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
[
    "committed-per-item-comparator-v1"
]
Second result
[
    "committed-per-item-comparator-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": "cause-question-careful",
        "weight": 1
    },
    {
        "id": "cause-question-bare",
        "weight": 1
    },
    {
        "id": "justification-question-careful",
        "weight": 1
    },
    {
        "id": "justification-question-bare",
        "weight": 1
    }
]
Second result
[
    {
        "id": "cause-question-careful",
        "weight": 1
    },
    {
        "id": "cause-question-bare",
        "weight": 1
    },
    {
        "id": "justification-question-careful",
        "weight": 1
    },
    {
        "id": "justification-question-bare",
        "weight": 1
    }
]
First result: full recordcomprehension accuracy · -11.6075 percentage points

First result · 2026-09-02 21:38 UTC

cause-question(<E>) / justification-question(<A>) — did ‘why?’ ask what produced it, or what made it warranted?

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
-11.6075 percentage points
Reported interval: -17.3977 to -5.9387.

The value falls on the registered harmful 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.

Careful-English strata estimate non-inferiority at -5 percentage points; balanced bare-why strata estimate recovery of the otherwise hidden causal-versus-normative relation.

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 4 declared conditions

cause-question-careful, cause-question-bare, justification-question-careful, justification-question-bare

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
95.83%
95.83%
Ainglish version
84.22%
84.22%

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: -17.3977 to -5.9387 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: 160 · 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
cause-question-careful-24.39 Not recorded 100.00%75.61%
cause-question-bare-9.76 Not recorded 100.00%90.24%
justification-question-careful0 Not recorded 100.00%100.00%
justification-question-bare-12.28 Not recorded 83.33%71.05%

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: dd0b2673bd8b4943158daf6496f71fab280f4e2eaaf9dee0cf44a228af465691. 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": 0.95830000000000004067857162226573564112186431884765625,
    "ainglish": 0.84219999999999994866328734133276157081127166748046875,
    "chance": 0.25
}

Reader or tokenizer results

[
    {
        "model": "mistral-small3.2-24b-opaque-choice-q4_k_m",
        "value": -7.67250000000000031974423109204508364200592041015625,
        "precision": "q4_k_m"
    },
    {
        "model": "gemma3-12b-opaque-choice-q4_k_m",
        "value": -12.5675000000000007815970093361102044582366943359375,
        "precision": "q4_k_m"
    }
]

Condition results

[
    {
        "id": "cause-question-careful",
        "weight": 1,
        "share": 0.25,
        "value": -24.3900000000000005684341886080801486968994140625,
        "value_lo": null,
        "value_hi": null,
        "arms": {
            "english": 1,
            "ainglish": 0.756099999999999994315658113919198513031005859375,
            "chance": 0.25
        },
        "resolution_bound": "resolvable"
    },
    {
        "id": "cause-question-bare",
        "weight": 1,
        "share": 0.25,
        "value": -9.7599999999999997868371792719699442386627197265625,
        "value_lo": null,
        "value_hi": null,
        "arms": {
            "english": 1,
            "ainglish": 0.90239999999999997992716771477716974914073944091796875,
            "chance": 0.25
        },
        "resolution_bound": "ceiling"
    },
    {
        "id": "justification-question-careful",
        "weight": 1,
        "share": 0.25,
        "value": 0,
        "value_lo": null,
        "value_hi": null,
        "arms": {
            "english": 1,
            "ainglish": 1,
            "chance": 0.25
        },
        "resolution_bound": "ceiling"
    },
    {
        "id": "justification-question-bare",
        "weight": 1,
        "share": 0.25,
        "value": -12.2799999999999993605115378159098327159881591796875,
        "value_lo": null,
        "value_hi": null,
        "arms": {
            "english": 0.83330000000000004067857162226573564112186431884765625,
            "ainglish": 0.71050000000000002042810365310288034379482269287109375,
            "chance": 0.25
        },
        "resolution_bound": "resolvable"
    }
]

Exact result and immutable specificationExperiment history

Attempt 160a343e-753a-425c-8e5f-969f84b22c3a
Content 4c90793b0dac00fb8ac214057ade4e5f80552cf484dad1829ed239331e9b1586

Second result: full recordcomprehension accuracy · -25.0025 percentage points

Second result · 2026-09-13 10:35 UTC

cause-question(<E>) / justification-question(<A>) — did ‘why?’ ask what produced it, or what made it warranted?

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
-25.0025 percentage points
Reported interval: -42.5 to -11.1111.

The value falls on the registered harmful 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.

Careful-English strata estimate non-inferiority at -5 percentage points; balanced bare-why strata estimate recovery of the otherwise hidden causal-versus-normative relation.

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 4 declared conditions

cause-question-careful, cause-question-bare, justification-question-careful, justification-question-bare

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 identity4c90793b0dac00fb8ac214057ade4e5f80552cf484dad1829ed239331e9b1586

How often did each version lead to the right answer?

English comparison
66.67%
66.67%
Ainglish version
41.67%
41.67%

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: -42.5 to -11.1111 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: 24 · 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
cause-question-careful-100 Not recorded 100.00%0.00%
cause-question-bare0 Not recorded 0.00%0.00%
justification-question-careful-16.67 Not recorded 100.00%83.33%
justification-question-bare16.66 Not recorded 66.67%83.33%

A missing condition interval is not zero uncertainty. An overall interval cannot substitute for agreement in every load-bearing condition.

Inspect actual 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.

Showing 1–6 of 24 readable, inline study items, in stored order—not a selection of successes. 4 control items are kept separate.

Each result has its own input pages. Positions across the two studies do not imply matched cases.

Input 1 · SQ-cc-0010

English input
What process produced exact event occ-8d8300deb7? This asks for mechanism, not warrant.
Ainglish input
cause-question(occ-8d8300deb7)?
Question
Which answer relation is requested?
Recorded answer options
the process that produced the event · the rule or goal that warranted it, including none · who deserves blame · both process and valid warrant are presupposed
Submitted answer key
the process that produced the event. This is the supplied key, not an independent validation of it.
Condition
cause-question-careful

Filed correctness against that key (up to 12 reader/arm cells). These flags are not the reader’s verbatim output.

  • gemma3-12b-opaque-choice-q4_k_m · Ainglish: did not match the submitted key.
  • mistral-small3.2-24b-opaque-choice-q4_k_m · Ainglish: did not match the submitted key.

Input 2 · SQ-cc-0000

English input
What process produced exact event occ-34f3f9fc61? This asks for mechanism, not warrant.
Ainglish input
cause-question(occ-34f3f9fc61)?
Question
Which answer relation is requested?
Recorded answer options
the rule or goal that warranted it, including none · the process that produced the event · who deserves blame · both process and valid warrant are presupposed
Submitted answer key
the process that produced the event. This is the supplied key, not an independent validation of it.
Condition
cause-question-careful

Filed correctness against that key (up to 12 reader/arm cells). These flags are not the reader’s verbatim output.

  • gemma3-12b-opaque-choice-q4_k_m · English: matched the submitted key.
  • mistral-small3.2-24b-opaque-choice-q4_k_m · Ainglish: did not match the submitted key.

Input 3 · SQ-cc-0001

English input
What process produced exact event occ-c738bfbb04? This asks for mechanism, not warrant.
Ainglish input
cause-question(occ-c738bfbb04)?
Question
Which answer relation is requested?
Recorded answer options
the rule or goal that warranted it, including none · who deserves blame · the process that produced the event · both process and valid warrant are presupposed
Submitted answer key
the process that produced the event. This is the supplied key, not an independent validation of it.
Condition
cause-question-careful

Filed correctness against that key (up to 12 reader/arm cells). These flags are not the reader’s verbatim output.

  • gemma3-12b-opaque-choice-q4_k_m · English: matched the submitted key.
  • mistral-small3.2-24b-opaque-choice-q4_k_m · Ainglish: did not match the submitted key.

Input 4 · SQ-cc-0004

English input
What process produced exact event occ-5d0c4036df? This asks for mechanism, not warrant.
Ainglish input
cause-question(occ-5d0c4036df)?
Question
Which answer relation is requested?
Recorded answer options
the rule or goal that warranted it, including none · who deserves blame · both process and valid warrant are presupposed · the process that produced the event
Submitted answer key
the process that produced the event. This is the supplied key, not an independent validation of it.
Condition
cause-question-careful

Filed correctness against that key (up to 12 reader/arm cells). These flags are not the reader’s verbatim output.

  • gemma3-12b-opaque-choice-q4_k_m · Ainglish: did not match the submitted key.
  • mistral-small3.2-24b-opaque-choice-q4_k_m · English: matched the submitted key.

Input 5 · SQ-cc-0005

English input
What process produced exact event occ-f9ac81a1db? This asks for mechanism, not warrant.
Ainglish input
cause-question(occ-f9ac81a1db)?
Question
Which answer relation is requested?
Recorded answer options
the process that produced the event · the rule or goal that warranted it, including none · who deserves blame · both process and valid warrant are presupposed
Submitted answer key
the process that produced the event. This is the supplied key, not an independent validation of it.
Condition
cause-question-careful

Filed correctness against that key (up to 12 reader/arm cells). These flags are not the reader’s verbatim output.

  • gemma3-12b-opaque-choice-q4_k_m · Ainglish: did not match the submitted key.
  • mistral-small3.2-24b-opaque-choice-q4_k_m · English: matched the submitted key.

Input 6 · SQ-cc-0006

English input
What process produced exact event occ-c94275c8ce? This asks for mechanism, not warrant.
Ainglish input
cause-question(occ-c94275c8ce)?
Question
Which answer relation is requested?
Recorded answer options
the rule or goal that warranted it, including none · the process that produced the event · who deserves blame · both process and valid warrant are presupposed
Submitted answer key
the process that produced the event. This is the supplied key, not an independent validation of it.
Condition
cause-question-careful

Filed correctness against that key (up to 12 reader/arm cells). These flags are not the reader’s verbatim output.

  • gemma3-12b-opaque-choice-q4_k_m · English: matched the submitted key.
  • mistral-small3.2-24b-opaque-choice-q4_k_m · English: matched the submitted key.

Recorded input digest: 1d3a4dd0fcf90c32e9d3aaef794e9bdd81c21b80f3ee5879621ff9e8ddbad6d1

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": 0.66669999999999995932142837773426435887813568115234375,
    "ainglish": 0.416700000000000014832579608992091380059719085693359375,
    "chance": 0.25
}

Reader or tokenizer results

[
    {
        "model": "mistral-small3.2-24b-opaque-choice-q4_k_m",
        "value": -25,
        "precision": "q4_k_m"
    },
    {
        "model": "gemma3-12b-opaque-choice-q4_k_m",
        "value": -24.997499999999998721023075631819665431976318359375,
        "precision": "q4_k_m"
    }
]

Condition results

[
    {
        "id": "cause-question-careful",
        "weight": 1,
        "share": 0.25,
        "value": -100,
        "value_lo": null,
        "value_hi": null,
        "arms": {
            "english": 1,
            "ainglish": 0,
            "chance": 0.25
        },
        "resolution_bound": "resolvable"
    },
    {
        "id": "cause-question-bare",
        "weight": 1,
        "share": 0.25,
        "value": 0,
        "value_lo": null,
        "value_hi": null,
        "arms": {
            "english": 0,
            "ainglish": 0,
            "chance": 0.25
        },
        "resolution_bound": "floor"
    },
    {
        "id": "justification-question-careful",
        "weight": 1,
        "share": 0.25,
        "value": -16.6700000000000017053025658242404460906982421875,
        "value_lo": null,
        "value_hi": null,
        "arms": {
            "english": 1,
            "ainglish": 0.83330000000000004067857162226573564112186431884765625,
            "chance": 0.25
        },
        "resolution_bound": "resolvable"
    },
    {
        "id": "justification-question-bare",
        "weight": 1,
        "share": 0.25,
        "value": 16.660000000000000142108547152020037174224853515625,
        "value_lo": null,
        "value_hi": null,
        "arms": {
            "english": 0.66669999999999995932142837773426435887813568115234375,
            "ainglish": 0.83330000000000004067857162226573564112186431884765625,
            "chance": 0.25
        },
        "resolution_bound": "resolvable"
    }
]

Exact result and immutable specificationExperiment history

Attempt 9155c919-77e6-4d79-9568-a7d28ef5fb84
Content 5dc27800d64f0e4a74ac291b1833e4cc05a8e71c91428e3ab963b02afda47e33

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.