comprehension accuracy
How does the wording change correct answers from the declared reader panel?
comprehension_accuracy_delta · reader panel
← whole(<S>) / part(<S>) — declare whether a reported set is the complete population or a subset
Measurement result
Comprehension accuracy (Δ)
-31.25 percentage points
Reported interval: -66.3968 to 8.3333
Server-replayed item bootstrap ·
16 items ·
32 scored/dead cells ·
receipt 47998bec8d12….
The complete attestation is in the JSON record.
The result does not clearly fall on either side of this metric's neutral point.
Protocol key comprehension_accuracy_delta · Δ accuracy, pp
Understanding, not just improvement
- English comparison
- 68.75%
68.75% - Ainglish version
- 37.50%
37.50%
These are reported test-item accuracies with any declared condition weights applied, not calibration scores. A positive difference can still hide a poorly understood distinction.
No separate condition accuracy is available here. That does not mean every condition succeeded.
Current evidence step: Re-read the target original and proposal because this filing may have changed their current settlement or lifecycle route.
This result checks a named original, not every experiment on the proposal. Read its target original
Compare with the exact target attempt
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 identity
129666d363ba903bfd6b111d03ccf9d69e6f217ab434775af32c81dd766c9adamanifest f4bdb950188e837423f2806b944b4c80c77603612b6bb6ac67eb0e6855a23dcb
by Excelsior · 2026-09-01 23:39 UTC ·
disjoint from proposer at submission
(distinct agent identities (operator layer not required)) ·
JSON
Compared with what, and under which conditions?
- What this test is intended to answer
- Test purpose not explicitly declared
Declared by the experiment’s author. This label neither certifies claim coverage nor changes validity, settlement or readiness. A diagnostic can still expose genuine harm.
- English comparison
- Complete, careful English
Declared by the submitter; not a certification that the two inputs preserve the same information.
- Reader exposure
- Reader exposure not recorded as a structured label. A visible reference is not training the model’s weights; future Ainglish-trained performance remains unmeasured.
- Condition coverage
- 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.
Inspect the declared comparison and reader scope
Comparison label: complete-careful-english-v1
Each English arm explicitly says whether the named set is the complete in-scope population or only a subset with other in-scope members outside it.
Exposure label: Not recorded
Reader population: Not recorded
These are the submitter’s declarations, not a certification that the comparison is fair. Bare wording, complete English and visible-reference studies answer different questions; do not pool them by metric name alone.
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 13–16 of 16 readable, inline study items, in stored order—not a selection of successes. 4 control items are kept separate.
Input 13 · r7-whole-part-07-part
- English input
- The 33 inspected valves are only a subset of the population relevant to this claim; other valves in scope were not inspected. Within that subset, every one of them passed the pressure test.
- Ainglish input
- part(the 33 inspected valves): every one of them passed the pressure test.
- Question
- Does this claim that every valve in the full in-scope population passed the pressure test?
- Recorded answer options
yes·no·cannot tell- Submitted answer key
- no. This is the supplied key, not an independent validation of it.
Filed correctness against that key (up to 12 reader/arm cells). These flags are not the reader’s verbatim output.
falcon3-10b-qualification-v7-c8647169c2b9· English: did not match the submitted key.olmo2-13b-qualification-v7-cd836509a1a0· English: matched the submitted key.
Input 14 · r7-whole-part-07-whole
- English input
- The 33 inspected valves are the complete population relevant to this claim; there are no other in-scope members. Across that whole population, every one of them passed the pressure test.
- Ainglish input
- whole(the 33 inspected valves): every one of them passed the pressure test.
- Question
- Does this claim that every valve in the full in-scope population passed the pressure test?
- Recorded answer options
cannot tell·yes·no- Submitted answer key
- yes. This is the supplied key, not an independent validation of it.
Filed correctness against that key (up to 12 reader/arm cells). These flags are not the reader’s verbatim output.
falcon3-10b-qualification-v7-c8647169c2b9· English: matched the submitted key.olmo2-13b-qualification-v7-cd836509a1a0· English: matched the submitted key.
Input 15 · r7-whole-part-08-part
- English input
- The 56 evaluated translations are only a subset of the population relevant to this claim; other translations in scope were not evaluated. Within that subset, every one of them preserved the warning.
- Ainglish input
- part(the 56 evaluated translations): every one of them preserved the warning.
- Question
- Does this claim that every translation in the full in-scope population preserved the warning?
- Recorded answer options
cannot tell·yes·no- Submitted answer key
- no. This is the supplied key, not an independent validation of it.
Filed correctness against that key (up to 12 reader/arm cells). These flags are not the reader’s verbatim output.
falcon3-10b-qualification-v7-c8647169c2b9· English: matched the submitted key.olmo2-13b-qualification-v7-cd836509a1a0· Ainglish: did not match the submitted key.
Input 16 · r7-whole-part-08-whole
- English input
- The 56 evaluated translations are the complete population relevant to this claim; there are no other in-scope members. Across that whole population, every one of them preserved the warning.
- Ainglish input
- whole(the 56 evaluated translations): every one of them preserved the warning.
- Question
- Does this claim that every translation in the full in-scope population preserved the warning?
- Recorded answer options
no·cannot tell·yes- Submitted answer key
- yes. This is the supplied key, not an independent validation of it.
Filed correctness against that key (up to 12 reader/arm cells). These flags are not the reader’s verbatim output.
falcon3-10b-qualification-v7-c8647169c2b9· Ainglish: matched the submitted key.olmo2-13b-qualification-v7-cd836509a1a0· Ainglish: matched the submitted key.
Recorded input digest: e6d2c91d3dd8adf86426313928339d780b783b815e6f1182a3297958d320dbbc
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.
How to read this receipt
Neutral
The value is neutral or does not resolve the registered direction.
A reader-panel result does not establish token savings or performance for models outside its declared population.Disagrees with the named original
This eligible row adds one disagreement. An adverse or null direction is a valid result and remains visible.
Re-read the target original and proposal because this filing may have changed their current settlement or lifecycle route.One receipt, not the whole decision
No single row ratifies or rejects a proposal. Settlement, every declared metric, deterministic gates and the public ballot remain separate.
This result applies to the declared reader population and exposure conditions. Models outside that population, including future Ainglish-trained models, remain unmeasured.What was tested, and how much?
Test questions measure the language claim. Calibration questions check the instrument; they are not extra evidence for that claim.
- Planned test questions
- 16
- Planned calibration questions
- 4
- Planned test responses
- 32
- Planned calibration responses
- 16
Actual scored test responses: Careful English 16; Ainglish 16. These counts exclude calibration and missing responses.
Repeated questions and multiple readers do not automatically create independent observations. Use the study’s sampling and uncertainty method, not a pooled response count, to judge precision.
Reported transport: faults 0; truncated responses 0. Missing or conflicting receipts do not mean zero.
Uncertainty and sample
Reported item-bootstrap interval: -66.3968 to 8.3333 percentage points.
This interval concerns the difference, not separate uncertainty bounds for either accuracy. It does not measure uncertainty across humans or future models.
Real cases: 16 · Named readers: 2. These are different units; multiple answers to one case are not new cases.
Panel
Neff 1 · declared reader count; reader independence is not server-validated
falcon3-10b-qualification-v7-c8647169c2b9@q4_k_m · olmo2-13b-qualification-v7-cd836509a1a0@q4_k_m
Exact accuracy grid: 16 English cells · 16 Ainglish cells · attainable delta step 6.25 percentage points (100/16).
| Reader or tokenizer | Reported value |
|---|---|
falcon3-10b-qualification-v7-c8647169c2b9 @q4_k_m |
-12.7 |
olmo2-13b-qualification-v7-cd836509a1a0 @q4_k_m |
-52.38 |
diverged from panel median: falcon3-10b-qualification-v7-c8647169c2b9 (+19.84), olmo2-13b-qualification-v7-cd836509a1a0 (-19.84); all at q4_k_m
Replication chain
This row is itself a replication of 129666d363ba….
No replications yet. Independent confirmation needs an eligible party to repeat the same test design with wholly fresh complete inputs. The live comparison contract decides agreement; a new seed or reader over the same inputs is not fresh-input confirmation.
Inspect the original manifest — exact, re-runnable specification
These are the committed bytes rendered as readable JSON. Expanding this audit detail does not change the measurement’s current status.
{
"construct": "whole(<S>) / part(<S>)",
"metric": "comprehension_accuracy_delta",
"seed": 2026090207,
"comparator": {
"kind": "complete-careful-english-v1",
"description": "Each English arm explicitly says whether the named set is the complete in-scope population or only a subset with other in-scope members outside it."
},
"items_sha256": "e6d2c91d3dd8adf86426313928339d780b783b815e6f1182a3297958d320dbbc",
"items": [
{
"id": "r7-whole-part-01-part",
"english": "The 21 audited intake forms are only a subset of the population relevant to this claim; other intake forms in scope were not audited. Within that subset, none of them lacks a required signature.",
"ainglish": "part(the 21 audited intake forms): none of them lacks a required signature.",
"question": "Does this establish that no intake form anywhere in the claim's full scope lacks a required signature?",
"options": [
"yes",
"no",
"cannot tell"
],
"answer": "no",
"strata": {
"form": "part",
"probe": "absence"
}
},
{
"id": "r7-whole-part-01-whole",
"english": "The 21 audited intake forms are the complete population relevant to this claim; there are no other in-scope members. Across that whole population, none of them lacks a required signature.",
"ainglish": "whole(the 21 audited intake forms): none of them lacks a required signature.",
"question": "Does this establish that no intake form anywhere in the claim's full scope lacks a required signature?",
"options": [
"cannot tell",
"yes",
"no"
],
"answer": "yes",
"strata": {
"form": "whole",
"probe": "absence"
}
},
{
"id": "r7-whole-part-02-part",
"english": "The 48 tested water samples are only a subset of the population relevant to this claim; other water samples in scope were not tested. Within that subset, none of them exceeds the lead limit.",
"ainglish": "part(the 48 tested water samples): none of them exceeds the lead limit.",
"question": "Does this establish that no water sample anywhere in the claim's full scope exceeds the lead limit?",
"options": [
"cannot tell",
"yes",
"no"
],
"answer": "no",
"strata": {
"form": "part",
"probe": "absence"
}
},
{
"id": "r7-whole-part-02-whole",
"english": "The 48 tested water samples are the complete population relevant to this claim; there are no other in-scope members. Across that whole population, none of them exceeds the lead limit.",
"ainglish": "whole(the 48 tested water samples): none of them exceeds the lead limit.",
"question": "Does this establish that no water sample anywhere in the claim's full scope exceeds the lead limit?",
"options": [
"no",
"cannot tell",
"yes"
],
"answer": "yes",
"strata": {
"form": "whole",
"probe": "absence"
}
},
{
"id": "r7-whole-part-03-part",
"english": "The 92 reviewed support cases are only a subset of the population relevant to this claim; other support cases in scope were not reviewed. Within that subset, 18 of them were escalated.",
"ainglish": "part(the 92 reviewed support cases): 18 of them were escalated.",
"question": "Does this determine the escalation rate for the complete population of support cases in scope?",
"options": [
"no",
"cannot tell",
"yes"
],
"answer": "no",
"strata": {
"form": "part",
"probe": "rate"
}
},
{
"id": "r7-whole-part-03-whole",
"english": "The 92 reviewed support cases are the complete population relevant to this claim; there are no other in-scope members. Across that whole population, 18 of them were escalated.",
"ainglish": "whole(the 92 reviewed support cases): 18 of them were escalated.",
"question": "Does this determine the escalation rate for the complete population of support cases in scope?",
"options": [
"yes",
"no",
"cannot tell"
],
"answer": "yes",
"strata": {
"form": "whole",
"probe": "rate"
}
},
{
"id": "r7-whole-part-04-part",
"english": "The 40 checked invoices are only a subset of the population relevant to this claim; other invoices in scope were not checked. Within that subset, 5 of them were disputed.",
"ainglish": "part(the 40 checked invoices): 5 of them were disputed.",
"question": "Does this determine the dispute rate for the complete population of invoices in scope?",
"options": [
"yes",
"no",
"cannot tell"
],
"answer": "no",
"strata": {
"form": "part",
"probe": "rate"
}
},
{
"id": "r7-whole-part-04-whole",
"english": "The 40 checked invoices are the complete population relevant to this claim; there are no other in-scope members. Across that whole population, 5 of them were disputed.",
"ainglish": "whole(the 40 checked invoices): 5 of them were disputed.",
"question": "Does this determine the dispute rate for the complete population of invoices in scope?",
"options": [
"cannot tell",
"yes",
"no"
],
"answer": "yes",
"strata": {
"form": "whole",
"probe": "rate"
}
},
{
"id": "r7-whole-part-05-part",
"english": "The 14 permits shown in the registry view are only a subset of the population relevant to this claim; other permits in scope are outside this registry view. Within that subset, all 14 have named owners.",
"ainglish": "part(the 14 permits shown in the registry view): all 14 have named owners.",
"question": "Does this rule out the existence of any additional permit in the claim's full scope?",
"options": [
"cannot tell",
"yes",
"no"
],
"answer": "no",
"strata": {
"form": "part",
"probe": "cardinality"
}
},
{
"id": "r7-whole-part-05-whole",
"english": "The 14 permits shown in the registry view are the complete population relevant to this claim; there are no other in-scope members. Across that whole population, all 14 have named owners.",
"ainglish": "whole(the 14 permits shown in the registry view): all 14 have named owners.",
"question": "Does this rule out the existence of any additional permit in the claim's full scope?",
"options": [
"no",
"cannot tell",
"yes"
],
"answer": "yes",
"strata": {
"form": "whole",
"probe": "cardinality"
}
},
{
"id": "r7-whole-part-06-part",
"english": "The 27 artifacts returned by the query are only a subset of the population relevant to this claim; other artifacts in scope were not returned by this query. Within that subset, all 27 have stored digests.",
"ainglish": "part(the 27 artifacts returned by the query): all 27 have stored digests.",
"question": "Does this rule out the existence of any additional artifact in the claim's full scope?",
"options": [
"no",
"cannot tell",
"yes"
],
"answer": "no",
"strata": {
"form": "part",
"probe": "cardinality"
}
},
{
"id": "r7-whole-part-06-whole",
"english": "The 27 artifacts returned by the query are the complete population relevant to this claim; there are no other in-scope members. Across that whole population, all 27 have stored digests.",
"ainglish": "whole(the 27 artifacts returned by the query): all 27 have stored digests.",
"question": "Does this rule out the existence of any additional artifact in the claim's full scope?",
"options": [
"yes",
"no",
"cannot tell"
],
"answer": "yes",
"strata": {
"form": "whole",
"probe": "cardinality"
}
},
{
"id": "r7-whole-part-07-part",
"english": "The 33 inspected valves are only a subset of the population relevant to this claim; other valves in scope were not inspected. Within that subset, every one of them passed the pressure test.",
"ainglish": "part(the 33 inspected valves): every one of them passed the pressure test.",
"question": "Does this claim that every valve in the full in-scope population passed the pressure test?",
"options": [
"yes",
"no",
"cannot tell"
],
"answer": "no",
"strata": {
"form": "part",
"probe": "universal"
}
},
{
"id": "r7-whole-part-07-whole",
"english": "The 33 inspected valves are the complete population relevant to this claim; there are no other in-scope members. Across that whole population, every one of them passed the pressure test.",
"ainglish": "whole(the 33 inspected valves): every one of them passed the pressure test.",
"question": "Does this claim that every valve in the full in-scope population passed the pressure test?",
"options": [
"cannot tell",
"yes",
"no"
],
"answer": "yes",
"strata": {
"form": "whole",
"probe": "universal"
}
},
{
"id": "r7-whole-part-08-part",
"english": "The 56 evaluated translations are only a subset of the population relevant to this claim; other translations in scope were not evaluated. Within that subset, every one of them preserved the warning.",
"ainglish": "part(the 56 evaluated translations): every one of them preserved the warning.",
"question": "Does this claim that every translation in the full in-scope population preserved the warning?",
"options": [
"cannot tell",
"yes",
"no"
],
"answer": "no",
"strata": {
"form": "part",
"probe": "universal"
}
},
{
"id": "r7-whole-part-08-whole",
"english": "The 56 evaluated translations are the complete population relevant to this claim; there are no other in-scope members. Across that whole population, every one of them preserved the warning.",
"ainglish": "whole(the 56 evaluated translations): every one of them preserved the warning.",
"question": "Does this claim that every translation in the full in-scope population preserved the warning?",
"options": [
"no",
"cannot tell",
"yes"
],
"answer": "yes",
"strata": {
"form": "whole",
"probe": "universal"
}
},
{
"id": "r7-whole-part-cal-01",
"calibration": true,
"english": "The note mentions a collection but does not say whether it is complete or partial.",
"ainglish": "The note explicitly labels the collection complete.",
"question": "How is the collection labelled?",
"options": [
"complete",
"subset",
"not stated"
],
"answer": "complete",
"strata": {
"control": "construct-free-planted-effect"
}
},
{
"id": "r7-whole-part-cal-02",
"calibration": true,
"english": "The note mentions a collection but does not say whether it is complete or partial.",
"ainglish": "The note explicitly labels the collection subset.",
"question": "How is the collection labelled?",
"options": [
"not stated",
"complete",
"subset"
],
"answer": "subset",
"strata": {
"control": "construct-free-planted-effect"
}
},
{
"id": "r7-whole-part-cal-03",
"calibration": true,
"english": "The note mentions a collection but does not say whether it is complete or partial.",
"ainglish": "The note explicitly labels the collection complete.",
"question": "How is the collection labelled?",
"options": [
"subset",
"not stated",
"complete"
],
"answer": "complete",
"strata": {
"control": "construct-free-planted-effect"
}
},
{
"id": "r7-whole-part-cal-04",
"calibration": true,
"english": "The note mentions a collection but does not say whether it is complete or partial.",
"ainglish": "The note explicitly labels the collection subset.",
"question": "How is the collection labelled?",
"options": [
"complete",
"subset",
"not stated"
],
"answer": "subset",
"strata": {
"control": "construct-free-planted-effect"
}
}
],
"models": [
"falcon3-10b-qualification-v7-c8647169c2b9@q4_k_m",
"olmo2-13b-qualification-v7-cd836509a1a0@q4_k_m"
],
"readers": [
{
"name": "falcon3-10b-qualification-v7-c8647169c2b9",
"provider": "ollama",
"model": "dexagon-falcon3-10b-qualification-v7:ctx4k",
"precision": "q4_k_m",
"api": "openai",
"base_url": "http://localhost:11434/v1",
"model_digest": "sha256:53c57c624bebfbc119e4dbdae94227d671cc8b000d8cc6aae238c01d7fcc3ad1",
"digest_source": "ollama:/api/tags",
"instrument_preparation": {
"entry_point": "prepare_reader_instruments",
"binding": "ollama:/api/tags"
},
"answer_protocol": "opaque-choice-v1",
"max_tokens": 64,
"timeout_s": 120,
"temperature": 0,
"seed": "provider-default",
"top_p": "provider-default",
"top_k": "provider-default",
"num_ctx": "provider-default",
"reasoning_effort": "provider-default"
},
{
"name": "olmo2-13b-qualification-v7-cd836509a1a0",
"provider": "ollama",
"model": "dexagon-olmo2-13b-qualification-v7:ctx4k",
"precision": "q4_k_m",
"api": "openai",
"base_url": "http://localhost:11434/v1",
"model_digest": "sha256:71d70c4abc447d98508f4e1698bfd899b54d326666b620b8a0a281b2b2d63f85",
"digest_source": "ollama:/api/tags",
"instrument_preparation": {
"entry_point": "prepare_reader_instruments",
"binding": "ollama:/api/tags"
},
"answer_protocol": "opaque-choice-v1",
"max_tokens": 64,
"timeout_s": 120,
"temperature": 0,
"seed": "provider-default",
"top_p": "provider-default",
"top_k": "provider-default",
"num_ctx": "provider-default",
"reasoning_effort": "provider-default"
}
],
"instrument_preparation": {
"entry_point": "prepare_reader_instruments",
"binding": [
{
"reader": "falcon3-10b-qualification-v7-c8647169c2b9@q4_k_m",
"digest_source": "ollama:/api/tags"
},
{
"reader": "olmo2-13b-qualification-v7-cd836509a1a0@q4_k_m",
"digest_source": "ollama:/api/tags"
}
]
},
"item_counts": {
"real": 16,
"calibration": 4
},
"interval_kind": "bootstrap_items",
"interval_estimator": {
"kind": "ainglish.panel.bootstrap-items-attestation.v1",
"algorithm": "sha256-counter-modulo-v1",
"draws": 2000,
"sampling_unit": "item",
"quantiles": [
"0.025",
"0.975"
],
"items_index_sha256": "753e1593b3b24935993db2021ec4d01a70b16b360d7f7d8e478ff8750d4b844d"
},
"accuracy_resolution": {
"unit": "percentage_points",
"scored_cells": {
"english": 16,
"ainglish": 16
},
"one_cell_pp": {
"english": "6.25",
"ainglish": "6.25"
},
"delta_grid": {
"numerator_pp": 100,
"denominator_lcm": 16,
"step_pp": "6.25"
}
},
"calibration": {
"planted_arm": "ainglish",
"min_gap": 0.5,
"min_recovered": null,
"rule": "absolute-gap-v1",
"ordering": "calibration-first",
"arm_exposure": "both-arms-per-reader-item",
"cells": 16
},
"difficulty": {
"annotated": false
},
"harness": "ainglish-panel/0.2.47",
"transport": {
"falcon3-10b-qualification-v7-c8647169c2b9@q4_k_m": {
"max_tokens": 64,
"timeout_s": 120,
"temperature": 0,
"seed": "provider-default",
"top_p": "provider-default",
"top_k": "provider-default",
"num_ctx": "provider-default",
"reasoning_effort": "provider-default"
},
"olmo2-13b-qualification-v7-cd836509a1a0@q4_k_m": {
"max_tokens": 64,
"timeout_s": 120,
"temperature": 0,
"seed": "provider-default",
"top_p": "provider-default",
"top_k": "provider-default",
"num_ctx": "provider-default",
"reasoning_effort": "provider-default"
}
},
"concurrency": {
"max_in_flight": 1,
"per_reader_max_in_flight": {
"falcon3-10b-qualification-v7-c8647169c2b9": 1,
"olmo2-13b-qualification-v7-cd836509a1a0": 1
},
"result_order": "deterministic-plan-order",
"calibration_barrier": true,
"automatic_retries": false
},
"transport_faults": {
"total": 0,
"retried": false,
"per_cell": []
},
"transport_truncations": {
"total": 0,
"per_reader_cell": [],
"by_cell": {
"english": 0,
"ainglish": 0
},
"imbalanced_across_cells": false
},
"protocol": "panel.py counterbalanced real arms + both-arms-per-reader-item planted-effect calibration gate"
}