TSQueryBench - Anomaly Detection F1: leaderboard
Metric: Multi-anomaly detection F1 (%, times 100): predicted anomaly indices matched to the true ones within 2 time steps over 100 synthetic series with 1 to 10 anomalies each, zero-shot; higher is better. Source: arxiv.org. Saturation forecast: Around January 2027. 6 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | Gemma 4 31B (IT) | 88 |
| 2 | DeepSeek V3.2 | 87 |
| 3 | Claude 3 Haiku | 62 |
| 4 | Qwen 3 8B | 53 |
| 5 | Llama 3.1 8B Instruct | 34 |
| 6 | Gemma 3 12B (IT) | 28 |
Interactive version: theaggregate.ai/benchmark?slug=tsquerybench-anomaly-detection-f1 · How It Works · Data refreshed daily, snapshot 2026-10-07.