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Aug 2026

SLOPE: Fine-Grained Log Parser Combining Syntax with LLM-Distilled Semantic

This work proposes SLOPE, a fine-grained log parser combining syntax with semantics, which achieves an average parsing accuracy improvement of 61.2% and 5.9 times higher throughput over all baselines, exhibiting state-of-the-art robustness.

Shu-Ting Lai, Haiyu Huang, Peng-Fei Chen et al. · 0 citations
Book Open access Aug 2026

AgentChaos: Chaos Engineering for Agent Systems via Programmatic Fault Injection

Evaluations across agent systems, benchmarks, and backbone LLMs under 65 fault configurations show that all systems degrade under fault injection, suggesting that robustness depends on system implementation rather than model capability.

Gou Tan, Zhensu Sun, Jie-Ke Shi et al. · 6 citations

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