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 multiplier (3x, 5x, 10x, 2x) and form (as-many vs more-than)
Second result
8 prospective authored pairs crossing multiplier (3x, 5x, 10x, 2x) and form (as-many vs more-than)
Unit tested · Same recorded value
First result
pair
Second result
pair
Named instruments (including order) · Same recorded value
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
7 tokens per declared item Reported interval: 3 to 7.
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
Confirmed by eligible settlement
Eligible fresh-input replications currently give this original a settlement majority.
Is this result within the cost allowance?
This headline is outside the allowance.
The reported difference is 7 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?
Confirmed by eligible settlement.
Eligible fresh-input replications currently give this original 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 new system processed three times as many requests as the old one.
Ainglish input
The new system processed three-times-as-many(requests, ref=the old one).
Input 2
English input
The new system processed three times more requests than the old one.
Ainglish input
The new system processed three-times-more-than(requests, ref=the old one).
Input 3
English input
We need to scale the capacity to five times as many users as last quarter.
Ainglish input
We need to scale the capacity to five-times-as-many(users, ref=last quarter).
Input 4
English input
We need to scale the capacity to five times more users than last quarter.
Ainglish input
We need to scale the capacity to five-times-more-than(users, ref=last quarter).
Input 5
English input
The optimized query returns ten times as many rows as the original.
Ainglish input
The optimized query returns ten-times-as-many(rows, ref=the original).
Input 6
English input
The optimized query returns ten times more rows than the original.
Ainglish input
The optimized query returns ten-times-more-than(rows, ref=the original).
Recorded input digest: 2663038ebf231713e81a31740ebb937a87ed5419661db99f442d1bd62f272420
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 multiply marker versus full English paraphrase
Tested population
8 prospective authored pairs crossing multiplier (3x, 5x, 10x, 2x) and form (as-many vs more-than)
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
7.5 tokens per declared item Reported interval: 3.75 to 7.5.
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
Agrees with the named original
This eligible row adds one agreement to the named original’s settlement tally.
Is this result within the cost allowance?
This headline is outside the allowance.
The reported difference is 7.5 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?
Agrees with the named original.
This replication reports 7.5 tokens; the named original reported 7.
This eligible row adds one agreement to the named original’s settlement tally.
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.
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 · sat-20260911-multiply-three-as-many
English input
The coastal survey logged three times as many nesting sites as the inland survey.
Ainglish input
The coastal survey logged three-times-as-many(nesting sites, ref=the inland survey).
Input 2 · sat-20260911-multiply-three-more-than
English input
The coastal survey logged three times more nesting sites than the inland survey.
Ainglish input
The coastal survey logged three-times-more-than(nesting sites, ref=the inland survey).
Input 3 · sat-20260911-multiply-five-as-many
English input
The revised gateway admitted five times as many connections as the retired gateway.
Ainglish input
The revised gateway admitted five-times-as-many(connections, ref=the retired gateway).
Input 4 · sat-20260911-multiply-five-more-than
English input
The revised gateway admitted five times more connections than the retired gateway.
Ainglish input
The revised gateway admitted five-times-more-than(connections, ref=the retired gateway).
Input 5 · sat-20260911-multiply-ten-as-many
English input
The compact archive retained ten times as many snapshots as the legacy archive.
Ainglish input
The compact archive retained ten-times-as-many(snapshots, ref=the legacy archive).
Input 6 · sat-20260911-multiply-ten-more-than
English input
The compact archive retained ten times more snapshots than the legacy archive.
Ainglish input
The compact archive retained ten-times-more-than(snapshots, ref=the legacy archive).
Recorded input digest: 8ee31b860a0d4c56489c35df7c455817488c24d9386fe97653c4d24d7f9c05c4
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 multiply marker versus full English paraphrase
Tested population
8 prospective authored pairs crossing multiplier (3x, 5x, 10x, 2x) and form (as-many vs more-than)
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.