Hilde · Decision models · answer key v2

Decision model

meraGPT Decider 1

1 question per request

27.1% of the 2,198 questions right (25.3% to 29.0%, 95% interval). Back to the leaderboard.

How we called it

Kind
Decision model
Access
meraGPT System One API
Paid as
Provider service
Model ID
decider-1
Note
Hosted decision model; meraGPT serves its current version under this name
Confidence from
Option score
Run
243, 19 October 2026

Settings

Reasoning
off
Request format
1 question per request
Requests at once
1
Temperature
not recorded
Harness seed
0
Harness commit
c9b56f57aa51
Prompt version
254597b8be16

Results

QuestionsAccuracy95% intervalRight
All questions27.1%25.3% to 29.0%596 of 2,198
Reading34.6%31.1% to 38.3%227 of 656
Grammar23.9%21.9% to 26.1%369 of 1,542

Comparison group: G. Compare with another setup.

Accuracy by topic
TopicPartAccuracyRight
Word and phrase meaningsReading26.7%35 of 131
Sentence meaningsReading29.9%46 of 154
How a writer explains and develops ideasReading34.3%24 of 70
Topic and main point of a paragraphReading54.1%53 of 98
How a paragraph fits togetherReading31.1%33 of 106
Details that support a paragraph’s main pointReading37.1%36 of 97
Word types, such as nouns and verbsGrammar30.0%42 of 140
Groups of words built around a nounGrammar26.2%17 of 65
Verbs and their formsGrammar25.3%23 of 91
Verb forms used like nouns or modifiersGrammar19.4%14 of 72
Word endings and what they doGrammar29.1%23 of 79
How words are builtGrammar20.3%14 of 69
The roles of words and phrases in a sentenceGrammar24.8%36 of 145
How verbs show who acts and who receives the actionGrammar21.6%16 of 74
Types of sentencesGrammar15.3%13 of 85
Questions combining several grammar topicsGrammar17.3%38 of 220
Sound patterns and changesGrammar22.1%17 of 77
SpellingGrammar21.1%28 of 133
PunctuationGrammar25.6%30 of 117
Problems in sentence wordingGrammar33.1%58 of 175

Confidence

Answers kept at 99% or more
0, of which 0 wrong; 2,198 skipped, the model less than 99% sure
Calibration gap
14.3 points
AUROC, all questions
0.59 0.57 to 0.62
AUROC, reading
0.68 0.63 to 0.72
AUROC, grammar
0.53 0.50 to 0.57
Brier score
0.215
Accuracy of its surest answers
most confident fifth: 40.2% right; most confident half: 32.4% right; most confident four fifths: 28.3% right
Typical score of a right answer
40.2%
Typical score of a wrong answer
36.6%

Repeats

Run 5 times on all questions.

Answers changed in 5 runs
0 of 2,198
Same wrong answer in all 5
1,602 of 2,198
Wrong in at least one run
1,602 of 2,198
Accuracy in each run
27.1%, 27.1%, 27.1%, 27.1%, 27.1%

Latency

Latency, median request
0.382 s (this run)
Latency, 90th percentile
0.417 s
Requests at once
1
Throughput
153.7 questions per minute of request time
Request time
14.3 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
$0.015
Whole run
$0.032
Basis
Estimated from published prices and recorded token usage
Price
$0.04 input, output free per 1M tokens (source, 2026-10-19)
Input tokens per question
369
Output tokens per question
0

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 request0.2%−0.05 points-0%
GPT-6 Astrahigh reasoning · 16 questions per request0.2%−0.05 points-0%
GPT-6.1 Solhigh reasoning · 16 questions per request0.3%−0.07 points-1%
GPT-6 Astralow reasoning · 16 questions per request0.2%−0.05 points-0%
GPT-6 Astralow reasoning · 1 question per request0.2%−0.05 points0%
Gemini 3.8 Flashlow reasoning · 1 question per request0.2%−0.05 points-1%
GPT-6.1 Sollow reasoning · 1 question per request0.2%−0.05 points-0%
GPT-6.1 Sollow reasoning · 16 questions per request0.3%−0.07 points-1%
Claude Opus 5.5high reasoning · 16 questions per request0.2%−0.05 points-0%
GPT-6.1 Terrahigh reasoning · 16 questions per request0.2%−0.05 points-3%
Claude Opus 5.5low reasoning · 1 question per request0.2%−0.05 points0%
Gemini 3.8 Flashlow reasoning · 16 questions per request0.2%−0.05 points-5%
GPT-6.1 Terralow reasoning · 16 questions per request0.2%−0.05 points-3%
Claude Opus 5.5low reasoning · 16 questions per request0.2%−0.05 points-0%
Claude Sonnet 5.5high reasoning · 1 question per request0.2%−0.05 points-0%
Claude Sonnet 5.5high reasoning · 16 questions per request0.4%−0.11 points-0%