TimeSeriesExam - Pattern Recognition: leaderboard

Metric: Accuracy (%, times 100) on the pattern recognition (371 questions on trends, seasonality and stationarity) questions of TimeSeriesExam, 763 multiple-choice questions on synthetic series generated from over 100 expert-curated templates and refined over rounds with item response theory to separate candidate models; higher is better. Source: arxiv.org. Saturation forecast: Estimated already saturated. 4 models tracked.

Top models

#ModelScore
1GPT-4o78
2Gemini 2.5 Pro76
3Gemma 3 27B (IT)59
4Qwen 2.5 VL 72B Instruct45

Interactive version: theaggregate.ai/benchmark?slug=timeseriesexam-pattern-recognition · How It Works · Data refreshed daily, snapshot 2026-10-07.