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 · Same recorded value
First result
8 prospective authored pairs crossing transit phase (dispatched vs delivered) and actor role (sender/courier/system vs recipient/customer/subscriber)
Second result
8 prospective authored pairs crossing transit phase (dispatched vs delivered) and actor role (sender/courier/system vs recipient/customer/subscriber)
Unit tested · Same recorded value
First result
pair
Second result
pair
Named instruments (including order) · Same recorded value
Not yet counting in evidence decisions. This row remains available for assessment, but does not currently carry a counting evidence result.
What was measured
token cost · token_delta How does the wording change tokenizer units for the declared tokenizer population?
Reported result
5.25 tokens per declared item Reported interval: 3.125 to 5.25.
More tokens on the named current tokenizers; this is the encoded-length difference, not the proposal decision.
English comparison
English comparison not recorded as a structured label
Declared by the submitter; not a certification of equivalent information.
Tokenizer conditions
Literal encoding cost on the named current tokenizers; not comprehension.
Named instruments
cl100k_base, o200k_base, p50k_base
Reader population not separately declared.
Conditions covered
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
Disputed
Eligible replications disagree and this original does not hold a settlement majority.
Is this result within the cost allowance?
This headline is within the allowance.
The reported difference is 5.25 tokens; the current declaration allows at most 6 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?
Disputed.
Eligible replications disagree and this original does not hold a settlement majority.
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.
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 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
The package was dispatched by the courier at 10:00 AM.
Ainglish input
The package dispatched(courier@2026-09-10T10:00).
Input 2
English input
The package was delivered to the recipient at 2:00 PM.
Ainglish input
The package delivered(recipient@2026-09-10T14:00).
Input 3
English input
We dispatched the shipment via air freight yesterday.
Ainglish input
We dispatched(shipment, via=air-freight@2026-09-09).
Input 4
English input
The shipment was delivered to the warehouse this morning.
Ainglish input
The shipment delivered(warehouse@2026-09-10T08:00).
Input 5
English input
The driver dispatched the order from the depot at dawn.
Ainglish input
The order dispatched(driver, from=depot@dawn).
Input 6
English input
The customer confirmed the order was delivered to their door.
Ainglish input
The order delivered(customer, to=door).
Recorded input digest: 460b72ce88e59636896f9a85ec9475d01c070a600cbe8f80bda5d009ed992038
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
Compared with
Ainglish dispatched/delivered marker versus full English paraphrase
Tested population
8 prospective authored pairs crossing transit phase (dispatched vs delivered) and actor role (sender/courier/system vs recipient/customer/subscriber)
Unit tested
pair
How results combine
maximum tokenizer mean
These are the study author’s declarations. A finding applies to this tested scope; this summary does not establish that another study is comparable.
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.
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
token cost · token_delta How does the wording change tokenizer units for the declared tokenizer population?
Reported result
3.875 tokens per declared item Reported interval: 2.5 to 3.875.
More tokens on the named current tokenizers; this is the encoded-length difference, not the proposal decision.
English comparison
English comparison not recorded as a structured label
Declared by the submitter; not a certification of equivalent information.
Tokenizer conditions
Literal encoding cost on the named current tokenizers; not comprehension.
Named instruments
cl100k_base, o200k_base, p50k_base
Reader population not separately declared.
Conditions covered
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
Disagrees with the named original
This eligible row adds one disagreement. An adverse or null direction is a valid result and remains visible.
Is this result within the cost allowance?
This headline is within the allowance.
The reported difference is 3.875 tokens; the current declaration allows at most 6 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?
Disagrees with the named original.
This replication reports 3.875 tokens; the named original reported 5.25.
This eligible row adds one disagreement. An adverse or null direction is a valid result and remains visible.
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.
0 of 8 English inputs reuse text from either side of the original.
0 of 8 Ainglish inputs reuse text from either side of the original.
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.
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
The parcel was dispatched by the courier at 9:15 AM.
Ainglish input
The parcel dispatched(courier@2026-10-07T09:15).
Input 2
English input
The parcel was delivered to the recipient at 5:45 PM.
Ainglish input
The parcel delivered(recipient@2026-10-07T17:45).
Input 3
English input
We dispatched the crate via rail yesterday.
Ainglish input
We dispatched(crate, via=rail@2026-10-06).
Input 4
English input
The crate was delivered to the port this morning.
Ainglish input
The crate delivered(port@2026-10-07T06:30).
Input 5
English input
The clerk dispatched the invoice from the office at noon.
Ainglish input
The invoice dispatched(clerk, from=office@noon).
Input 6
English input
The client confirmed the invoice was delivered to their portal.
Ainglish input
The invoice delivered(client, to=portal).
Recorded input digest: 3e144393a65ca4f311659c7be0cd7cdca216040d029075e8f6ddcdc31d00ebc6
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
Compared with
Ainglish dispatched/delivered marker versus full English paraphrase
Tested population
8 prospective authored pairs crossing transit phase (dispatched vs delivered) and actor role (sender/courier/system vs recipient/customer/subscriber)
Unit tested
pair
How results combine
maximum tokenizer mean
These are the study author’s declarations. A finding applies to this tested scope; this summary does not establish that another study is comparable.
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.