Syslog Severity Classification - Zero-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 1.7B | 33.61 |
| 2 | Qwen 3 0.6B | 27.45 |
| 3 | Qwen 3 4B | 27.12 |
| 4 | DeepSeek R1 Distill Qwen 1.5B | 11.54 |
| 5 | Phi-4-mini (Reasoning) | 9.2 |
| 6 | Gemma 3 4B | 4.79 |
| 7 | Gemma 3 1B | 0.14 |
Interactive version: theaggregate.ai/benchmark?slug=syslog-severity-classification-zero-shot · How It Works · Data refreshed daily, snapshot 2026-09-25.