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Meng-Zhuo Chen

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#natural language process... Preprint Oct 2026

SAIL: Scientific Agentic Intelligence via a Science-Aware Loop

We introduce SAIL, an open model with 35B total and 3B active parameters for literature research, scientific coding, and multi-step research workflows. SAIL is developed through a science-aware improvement loop: agents built on frontier AI models analyze its task failures and construct training tasks that address the u...

Sai-Shuai Sun, Bryan Dai, Che Liu et al. · 0 citations
Open access Jun 2026

From Suspicious Signals to Crashes: Guiding Bug-Driven GUI Testing via Code-Inspired Tracing

TraceDroid is proposed, a novel automated GUI testing approach that leverages suspicious code-level signals to guide dynamic exploration and successfully detects 21 previously unknown crash bugs in 116 popular Google Play apps, demonstrating its effectiveness in real-world scenarios.

Mengzhuo Chen, Zhe Liu, Chunyang Chen et al. · 0 citations

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