Gecko Tests · Knowledge HorizonLatest run 2026-10-04 · 7 models · 33 months · 264 questions
Knowledge Horizon · Where Does the Model’s World End?
Labs publish a training cutoff. We measure it: questions about each month's world events since January 2024, answered with no web access. The horizon is the last month the model still knows about.
| Model | Measured horizon | Claimed cutoff | Released | Accuracy by month | 2024 accuracy |
|---|---|---|---|---|---|
| Claude Opus 5.5 | May 2026 | not published | 2026-09-22 | 99% | |
| Claude Sonnet 5.5 | May 2026 | not published | 2026-09-28 | 99% | |
| GPT-6 Sol | Apr 2026 | not published | 2026-09-22 | 100% | |
| GPT-6 Luna Pro | Apr 2026 | not published | 2026-09-22 | 98% | |
| GPT-6 Luna | Apr 2026 | not published | 2026-09-22 | 99% | |
| GPT-6.1 Sol Pro | Mar 2026 | not published | 2026-09-29 | 98% | |
| GPT-6.1 Sol | Mar 2026 | not published | 2026-09-29 | 98% |
Each bar is one month from Jan 2024; height = share answered correctly; pink = measured horizon.
How it works
- For each month, a writing model drafts questions from Wikipedia's Current events portal. A question is kept only if its answer appears word for word in the source event line and not in the question.
- Eight questions per month from January 2024. A new month is added automatically after it ends.
- Models answer with a short phrase or "unknown", temperature 0, lowest reasoning setting, no tools. Grading is string matching against the answer and its aliases.
- Horizon = the last month whose three-month rolling accuracy is at least half of the model's 2024 accuracy.
Open dataset · v1
264 items, every model answer and every score are public under CC BY 4.0. Cite as “BenchGecko Gecko Tests, Knowledge Horizon v1” with a link.
Download JSONFrequently Asked Questions
Training data thins out in the final months before a cutoff, and some labs publish only a year. The measured horizon shows what the model can actually use.