Hilde · Decision models · answer key v2

Decision model

Jev 1.13.0

1 question per request

57.5% of the 2,198 questions right (55.4% to 59.6%, 95% interval). Back to the leaderboard.

How we called it

Kind
Decision model
Access
TypeSafe System One API
Paid as
Provider service
Model ID
jev-1.13.0
Confidence from
Option score
Run
49, 4 October 2026

Settings

Reasoning
off
Request format
1 question per request
Requests at once
1
Temperature
not recorded
Harness seed
0
Harness commit
not recorded
Prompt version
not recorded

Results

QuestionsAccuracy95% intervalRight
All questions57.5%55.4% to 59.6%1,264 of 2,198
Reading83.7%80.7% to 86.3%549 of 656
Grammar46.4%43.9% to 48.9%715 of 1,542

Comparison group: xyzAB. Compare with another setup.

Accuracy by topic
TopicPartAccuracyRight
Word and phrase meaningsReading80.2%105 of 131
Sentence meaningsReading89.0%137 of 154
How a writer explains and develops ideasReading71.4%50 of 70
Topic and main point of a paragraphReading94.9%93 of 98
How a paragraph fits togetherReading73.6%78 of 106
Details that support a paragraph’s main pointReading88.7%86 of 97
Word types, such as nouns and verbsGrammar54.3%76 of 140
Groups of words built around a nounGrammar49.2%32 of 65
Verbs and their formsGrammar56.0%51 of 91
Verb forms used like nouns or modifiersGrammar56.9%41 of 72
Word endings and what they doGrammar49.4%39 of 79
How words are builtGrammar34.8%24 of 69
The roles of words and phrases in a sentenceGrammar44.8%65 of 145
How verbs show who acts and who receives the actionGrammar59.5%44 of 74
Types of sentencesGrammar48.2%41 of 85
Questions combining several grammar topicsGrammar30.9%68 of 220
Sound patterns and changesGrammar27.3%21 of 77
SpellingGrammar39.1%52 of 133
PunctuationGrammar47.0%55 of 117
Problems in sentence wordingGrammar60.6%106 of 175

Confidence

Answers kept at 99% or more
312, of which 1 wrong (share right: 98.2% to 99.9%, 95% interval); 1,886 skipped, the model less than 99% sure
Calibration gap
5.1 points
AUROC, all questions
0.81 0.79 to 0.83
AUROC, reading
0.89 0.86 to 0.91
AUROC, grammar
0.72 0.70 to 0.75
Brier score
0.177
Accuracy of its surest answers
most confident fifth: 98.2% right; most confident half: 81.4% right; most confident four fifths: 64.7% right
Typical score of a right answer
80.0%
Typical score of a wrong answer
43.0%

Repeats

Run 5 times on all questions.

Answers changed in 5 runs
314 of 2,198
Same wrong answer in all 5
721 of 2,198
Wrong in at least one run
1,035 of 2,198
Accuracy in each run
57.5%, 57.1%, 57.6%, 57.3%, 58.0%

Latency

Latency, median request
0.243 s (its repeated runs)
Latency, 90th percentile
0.281 s
Requests at once
1
Throughput
251.7 questions per minute of request time
Request time
8.8 minutes, over the requests whose answers were kept

Latency: the time from sending one request to receiving its answer, measured from our computer, network and any retries within the request included. Request time: the time at least one request was in flight, over the requests whose answers were kept. It is not the run's elapsed time: it leaves out requests that failed and any pause before a run was resumed.

Cost

$ per 1,000 questions
$0.029
Whole run
$0.064
Basis
Estimated from published prices and recorded token usage
Price
$0.042 input, output free per 1M tokens (source, 2026-10-08)
Input tokens per question
687
Output tokens per question
52

Going first in front of an LLM

Replay of recorded answers, cutoff chosen on half the questions, averaged over the splits. Savings are estimates from API prices; the Method page explains how.

LLM behind itShare takenAccuracy changeSaving
Gemini 3.8 Flashhigh reasoning · 16 questions per request13.7%−0.08 points12%
GPT-6 Astrahigh reasoning · 16 questions per request15.3%−0.11 points15%
GPT-6.1 Solhigh reasoning · 16 questions per request15.3%−0.11 points14%
GPT-6 Astralow reasoning · 16 questions per request15.3%−0.11 points15%
GPT-6 Astralow reasoning · 1 question per request13.8%−0.08 points14%
Gemini 3.8 Flashlow reasoning · 1 question per request13.8%−0.10 points11%
GPT-6.1 Sollow reasoning · 1 question per request16.9%−0.11 points16%
GPT-6.1 Sollow reasoning · 16 questions per request15.3%−0.11 points13%
Claude Opus 5.5high reasoning · 16 questions per request14.9%−0.09 points15%
GPT-6.1 Terrahigh reasoning · 16 questions per request15.5%−0.11 points10%
Claude Opus 5.5low reasoning · 1 question per request16.7%−0.08 points16%
Gemini 3.8 Flashlow reasoning · 16 questions per request15.5%−0.13 points5%
GPT-6.1 Terralow reasoning · 16 questions per request16.8%−0.12 points10%
Claude Opus 5.5low reasoning · 16 questions per request17.8%−0.09 points17%
Claude Sonnet 5.5high reasoning · 1 question per request15.5%−0.11 points15%
Claude Sonnet 5.5high reasoning · 16 questions per request29.4%−0.11 points29%