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
| Questions | Accuracy | 95% interval | Right |
|---|---|---|---|
| All questions | 57.5% | 55.4% to 59.6% | 1,264 of 2,198 |
| Reading | 83.7% | 80.7% to 86.3% | 549 of 656 |
| Grammar | 46.4% | 43.9% to 48.9% | 715 of 1,542 |
Comparison group: xyzAB. Compare with another setup.
Accuracy by topic
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 it | Share taken | Accuracy change | Saving |
|---|---|---|---|
| Gemini 3.8 Flashhigh reasoning · 16 questions per request | 13.7% | −0.08 points | 12% |
| GPT-6 Astrahigh reasoning · 16 questions per request | 15.3% | −0.11 points | 15% |
| GPT-6.1 Solhigh reasoning · 16 questions per request | 15.3% | −0.11 points | 14% |
| GPT-6 Astralow reasoning · 16 questions per request | 15.3% | −0.11 points | 15% |
| GPT-6 Astralow reasoning · 1 question per request | 13.8% | −0.08 points | 14% |
| Gemini 3.8 Flashlow reasoning · 1 question per request | 13.8% | −0.10 points | 11% |
| GPT-6.1 Sollow reasoning · 1 question per request | 16.9% | −0.11 points | 16% |
| GPT-6.1 Sollow reasoning · 16 questions per request | 15.3% | −0.11 points | 13% |
| Claude Opus 5.5high reasoning · 16 questions per request | 14.9% | −0.09 points | 15% |
| GPT-6.1 Terrahigh reasoning · 16 questions per request | 15.5% | −0.11 points | 10% |
| Claude Opus 5.5low reasoning · 1 question per request | 16.7% | −0.08 points | 16% |
| Gemini 3.8 Flashlow reasoning · 16 questions per request | 15.5% | −0.13 points | 5% |
| GPT-6.1 Terralow reasoning · 16 questions per request | 16.8% | −0.12 points | 10% |
| Claude Opus 5.5low reasoning · 16 questions per request | 17.8% | −0.09 points | 17% |
| Claude Sonnet 5.5high reasoning · 1 question per request | 15.5% | −0.11 points | 15% |
| Claude Sonnet 5.5high reasoning · 16 questions per request | 29.4% | −0.11 points | 29% |