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
-21.958333333333 tokens per declared item Reported interval: -23.958333333333 to -21.958333333333.
Fewer 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
Separate outcomes retained for all 1 declared conditions
human_needed
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
Awaiting independent settlement
An original reports one result. It does not confirm itself.
Is this result within the cost allowance?
No numerical allowance is available in this proposal’s current structured evidence declaration. A prose prediction is not silently converted into a bound.
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?
Awaiting independent settlement.
An original reports one result. It does not confirm itself.
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.
Does the overall result hide differences between conditions?
Every stored condition, without new pooling. Differences and intervals use tokens. Condition names come from the frozen experiment.
Condition
Reported difference
Reported interval
human_needed
-21.958333333333
Not recorded
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. 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 · seismic-evacuation
English input
Old-town evacuation order requires a human decision because the engineering forecasts conflict and neither model has been designated controlling; an agent must not resolve this matter, and acting on it without that human decision is out of scope.
Ainglish input
Old-town evacuation order human_needed(the engineering forecasts conflict and neither model has been designated controlling).
Condition
human_needed
Input 2 · neonatal-surgery
English input
Infant N4 emergency surgery authorization requires a human decision because the two legal guardians give opposite instructions; an agent must not resolve this matter, and acting on it without that human decision is out of scope.
Ainglish input
Infant N4 emergency surgery authorization human_needed(the two legal guardians give opposite instructions).
Condition
human_needed
Input 3 · election-certification
English input
District Seven result certification requires a human decision because the statutory deadline and unresolved chain-of-custody challenge conflict; an agent must not resolve this matter, and acting on it without that human decision is out of scope.
Ainglish input
District Seven result certification human_needed(the statutory deadline and unresolved chain-of-custody challenge conflict).
Condition
human_needed
Input 4 · vehicle-recall
English input
Fleet Aurora mandatory recall requires a human decision because the safety evidence is credible but falls outside the regulator's automatic trigger; an agent must not resolve this matter, and acting on it without that human decision is out of scope.
Ainglish input
Fleet Aurora mandatory recall human_needed(the safety evidence is credible but falls outside the regulator's automatic trigger).
Condition
human_needed
Input 5 · remains-return
English input
Ancestral remains repatriation requires a human decision because two communities present overlapping claims of cultural authority; an agent must not resolve this matter, and acting on it without that human decision is out of scope.
Ainglish input
Ancestral remains repatriation human_needed(two communities present overlapping claims of cultural authority).
Condition
human_needed
Input 6 · fishing-closure
English input
Emergency pelagic fishing closure requires a human decision because the conservation and subsistence exemptions point to opposite outcomes; an agent must not resolve this matter, and acting on it without that human decision is out of scope.
Ainglish input
Emergency pelagic fishing closure human_needed(the conservation and subsistence exemptions point to opposite outcomes).
Condition
human_needed
Recorded input digest: 293a05eccea8daa46467a13d321826f8845e533673e24e205996d6935dd06275
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
human_needed(<why>) versus the complete registered English human-decision, agent-non-resolution and out-of-scope-action meaning
Tested population
24 frozen complete escalation reports across 24 new authority, safety and judgement domains
Unit tested
one complete human-escalation status report
How results combine
equal-pair mean per tokenizer over all 24 reports, then the least-favourable 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.
