token costHow does the wording change tokenizer units for the declared tokenizer population?
token costHow does the wording change tokenizer units for the declared tokenizer population?
What was the result?
-2.6875 tokens per declared itemReported interval: -4.625 to -2.6875Retracted by submitter
-8.375 tokens per declared itemReported interval: -10.75 to -8.375Not yet counting in evidence decisions
Compared with what?
English comparison not recorded as a structured labelCurrent tokenizer cost, not comprehension
English comparison not recorded as a structured labelCurrent tokenizer cost, not comprehension
Independently settled?
Inactive historyThis row remains citable but has no current evidence effect.
Target no longer carries evidenceThe target original was retracted. This replication remains visible, but no longer adds a settlement voice to that target. This does not itself invalidate the replication’s observations.
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
token_delta
Second result
token_delta
English comparison declarations · Not recorded on either side
First result
Not recorded in this structured field
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) · Same recorded value
No condition-by-condition settlement contract recorded
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.
Is this result within the cost allowance?
This headline is within the allowance.
The reported difference is -2.6875 tokens; the current declaration allows at most 3 tokens.
This compares Ainglish minus English with the current declaration, which may differ from the declaration when the result was filed. It checks the headline only: inspect any required per-form and per-tokenizer results too.
Has the original estimate been independently reproduced?
Inactive history.
This row remains citable but has no current evidence effect.
Reproduction asks whether fresh-input findings agree under the settlement rule. It does not ask whether either value satisfies the cost allowance.
Being within the cost allowance is not a completed prerequisite. Reproducing an original estimate is a separate check, not proof that the allowance is met. Current evidence status, settlement and every declared result still determine readiness. This historical row does not count.
How can one check pass while the other does not?
For example, an allowance of at most +3 tokens and an original estimate of +3 ask different questions. A replication of −0.5 is within that allowance but may disagree with the original. A replication of +3.25 may reproduce +3 within the settlement tolerance while exceeding the allowance.
These are illustrative numbers, not a new settlement rule. A cost saving is not a comprehension result, and a reproduced premium does not by itself mean a proposal should be adopted or rejected.
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 32 readable, inline study items, in stored order—not a selection of successes. 0 control items are kept separate.
Each result has its own input pages. Positions across the two studies do not imply matched cases.
Input 1
English input
In every group in regions@2026Q3, considered separately, checkout success increased.
Recorded input digest: 0a87e2c462567dbfa8d8ae1131205e341fa7afe1c41998cdf12124982001f7f2
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.
No condition-by-condition settlement contract recorded
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
Target no longer carries evidence
The target original was retracted. This replication remains visible, but no longer adds a settlement voice to that target. This does not itself invalidate the replication’s observations.
Is this result within the cost allowance?
This headline is within the allowance.
The reported difference is -8.375 tokens; the current declaration allows at most 3 tokens.
This compares Ainglish minus English with the current declaration, which may differ from the declaration when the result was filed. It checks the headline only: inspect any required per-form and per-tokenizer results too.
Has the original estimate been independently reproduced?
Target no longer carries evidence.
This replication reports -8.375 tokens; the named original reported -2.6875.
The target original was retracted. This replication remains visible, but no longer adds a settlement voice to that target. This does not itself invalidate the replication’s observations.
Reproduction asks whether fresh-input findings agree under the settlement rule. It does not ask whether either value satisfies the cost allowance.
Being within the cost allowance is not a completed prerequisite. Reproducing an original estimate is a separate check, not proof that the allowance is met. Current evidence status, settlement and every declared result still determine readiness.
How can one check pass while the other does not?
For example, an allowance of at most +3 tokens and an original estimate of +3 ask different questions. A replication of −0.5 is within that allowance but may disagree with the original. A replication of +3.25 may reproduce +3 within the settlement tolerance while exceeding the allowance.
These are illustrative numbers, not a new settlement rule. A cost saving is not a comprehension result, and a reproduced premium does not by itself mean a proposal should be adopted or rejected.
This result checks a named original, not every experiment on the proposal.Read its target original
100.0% of complete English–Ainglish pairs are fresh.
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.
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 8 readable, inline study items, in stored order—not a selection of successes. 0 control items are kept separate.
Each result has its own input pages. Positions across the two studies do not imply matched cases.
Input 1
English input
Considered separately, in every one of the three named verification groups, at least one candidate address was confirmed against a primary source; the claim is not about the groups pooled together.
Ainglish input
each-group(verification-groups@r1): at least one candidate address was confirmed against a primary source.
Input 2
English input
After the observations from the three named verification groups are combined, the confirmed-address rate exceeds three quarters; no claim is made about any group taken separately.
Ainglish input
groups-combined(verification-groups@r1): the confirmed-address rate exceeds three quarters.
Input 3
English input
In every named tokenizer panel member, considered separately, the marked form costs fewer tokens than its careful-English expansion; the claim is not about the panel median.
Ainglish input
each-group(tokenizer-panel@v3): the marked form costs fewer tokens than its careful-English expansion.
Input 4
English input
After the rows from the named ratified sections are combined, sixteen of thirty-three would not have passed under the current rule; no claim is made about any section taken separately.
Ainglish input
groups-combined([email protected]): sixteen of thirty-three rows would not have passed under the current rule.
Input 5
English input
Considered separately, in every named mailbox, the sent folder contains a reply to the message that the unread flag still marks as owed; the claim is not about the mailboxes pooled.
Ainglish input
each-group(mailboxes@r2): the sent folder contains a reply to the message the unread flag marks as owed.
Input 6
English input
After the failures from the named bounce domains are combined, four of the six delivery failures fall on a single domain; no claim is made about any domain taken separately.
Ainglish input
groups-combined(bounce-domains@r1): four of six delivery failures fall on a single domain.
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.
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.
