Author

Yueming Yuan

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Preprint Jul 2026

SETA: Scaling Environments for Terminal Agents

This work constructs and releases SETA-Env, the largest open-source verifiable terminal RL dataset to date, containing over 4,500 environments, and demonstrates that SETA- Env provides high-quality training environments for terminal agents and serves as a valuable resource for advancing research on terminal-based agent learning.

Q. Shen, Zhiqi Huang, V. Kamanuru et al. · 8 citations · ⚡2

Preprint Aug 2026

Multi-Agent Closed-Loop Reasoning for Organic Structure Elucidation from Multimodal Spectra

MACROS establishes a scalable foundation for fully automated structure elucidation, and catalyzes accelerated molecular discovery toward autonomous laboratories, and augments chemists via collaboration to deliver sixfold faster, 40% more accurate elucidation.

Bingsen Xue, Zhuojun Jiang, Jianhao Zhang et al. · 0 citations