Syslog Severity Classification - Few-Shot: leaderboard
Metric: Accuracy on 9,355 held-out journalctl logs, exact syslog severity level (%). Source: arxiv.org. Saturation forecast: Estimated already saturated. 9 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | Qwen 3 4B | 56.01 |
| 2 | Qwen 3 1.7B | 43.3 |
| 3 | Gemma 3 4B | 41.06 |
| 4 | Qwen 3 0.6B | 28.92 |
| 5 | Gemma 3 1B | 20.25 |
| 6 | DeepSeek R1 Distill Qwen 1.5B | 17.63 |
| 7 | Phi-4-mini (Reasoning) | 0 |
Interactive version: theaggregate.ai/benchmark?slug=syslog-severity-classification-few-shot · How It Works · Data refreshed daily, snapshot 2026-09-25.