Syslog Severity Classification - RAG: 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

#ModelScore
1Qwen 3 4B95.64
2Qwen 3 0.6B88.12
3Gemma 3 1B85.28
4Gemma 3 4B81.84
5Qwen 3 1.7B28.96
6DeepSeek R1 Distill Qwen 1.5B3.17
7Phi-4-mini (Reasoning)0

Interactive version: theaggregate.ai/benchmark?slug=syslog-severity-classification-rag · How It Works · Data refreshed daily, snapshot 2026-09-25.