Author

Yiwen Qiu

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Preprint Nov 2026

CULTURE-CMT: Benchmarking Contextualized Social Media Translation

Social-media comments are interactions, yet they are often translated and evaluated as isolated text. This mismatch is especially problematic when meaning depends on surrounding discussion, community-specific slang, or culturally situated expressions. We introduce CULTURE-CMT, a Chinese-English benchmark for contextual...

Lin-Juan Wu, Ding-Ming Li, Yi-Wen Qiu et al. · 0 citations

Preprint Aug 2026

Agent-G$^2$: Gaussian Guidance for Agentic Reinforcement Learning

A Gaussian guidance framework that draws the depth per task from a Gaussian whose center and spread are estimated online from rollouts already collected for policy optimization, requiring no probe rollouts or learned depth predictor is proposed.

Zi-Xuan Wang, Yan-Rui Miao, Zhengxi Lu et al. · 2 citations