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Jie-Xing Qi

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#natural language process... Preprint Sep 2026

Index-Translate: A Multilingual Translation Model Family -- Text, Speech, Controlled Dubbing, and Long-Document Translation

We introduce Index-Translate, a multilingual translation model family that combines a shared multilingual foundation with specialized training for general translation, instruction following, speech translation, controlled dubbing, and long-document translation. It includes three model sizes, 2B, 9B, and 35B-A3B, and su...

Tian-Jiao Li, Meng-Ran Yu, Chen-Yu Shi et al. · 0 citations
#artificial intelligence Preprint Sep 2026

VACE: Validation-Gated Alternating Co-Evolution of Agent Models and Harnesses

Language model agents can be improved by updating their model weights or refining the harness that guides task execution. These components are coupled: weight updates change how the model uses the harness, while harness updates change the trajectories used for training. We propose VACE, Validation-Gated Alternating CoE...

Jie-Xing Qi, Yu He, Jun Liu et al. · 0 citations

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