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
| Questions | Accuracy | 95% interval | Right |
|---|---|---|---|
| All questions | 27.1% | 25.3% to 29.0% | 596 of 2,198 |
| Reading | 34.6% | 31.1% to 38.3% | 227 of 656 |
| Grammar | 23.9% | 21.9% to 26.1% | 369 of 1,542 |
Comparison group: G. Compare with another setup.
Accuracy by topic
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 it | Share taken | Accuracy change | Saving |
|---|---|---|---|
| Gemini 3.8 Flashhigh reasoning · 16 questions per request | 0.2% | −0.05 points | -0% |
| GPT-6 Astrahigh reasoning · 16 questions per request | 0.2% | −0.05 points | -0% |
| GPT-6.1 Solhigh reasoning · 16 questions per request | 0.3% | −0.07 points | -1% |
| GPT-6 Astralow reasoning · 16 questions per request | 0.2% | −0.05 points | -0% |
| GPT-6 Astralow reasoning · 1 question per request | 0.2% | −0.05 points | 0% |
| Gemini 3.8 Flashlow reasoning · 1 question per request | 0.2% | −0.05 points | -1% |
| GPT-6.1 Sollow reasoning · 1 question per request | 0.2% | −0.05 points | -0% |
| GPT-6.1 Sollow reasoning · 16 questions per request | 0.3% | −0.07 points | -1% |
| Claude Opus 5.5high reasoning · 16 questions per request | 0.2% | −0.05 points | -0% |
| GPT-6.1 Terrahigh reasoning · 16 questions per request | 0.2% | −0.05 points | -3% |
| Claude Opus 5.5low reasoning · 1 question per request | 0.2% | −0.05 points | 0% |
| Gemini 3.8 Flashlow reasoning · 16 questions per request | 0.2% | −0.05 points | -5% |
| GPT-6.1 Terralow reasoning · 16 questions per request | 0.2% | −0.05 points | -3% |
| Claude Opus 5.5low reasoning · 16 questions per request | 0.2% | −0.05 points | -0% |
| Claude Sonnet 5.5high reasoning · 1 question per request | 0.2% | −0.05 points | -0% |
| Claude Sonnet 5.5high reasoning · 16 questions per request | 0.4% | −0.11 points | -0% |