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Research blog

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Agents
Violin: An open-source video translation skill that breaks language barriers

Shang Zhu, Kevin Qinghong Lin (Oxford), James Zou

Together.ai logo with text about Violin, an open-source video translation skill breaking language barriers.
Inference
Accelerate RL rollouts by up to 50% with distribution-aware speculative decoding

Zelei Shao, Vikranth Srivatsa, Sanjana Srivastava, Qingyang Wu, Alpay Ariyak, Xiaoxia Wu, Ameen Patel, Jue Wang, Percy Liang, Tri Dao, Ce Zhang, Yiying Zhang, Ben Athiwaratkun, Chenfeng Xu, Junxiong Wang

Together.ai text stating up to 50% faster RL rollouts with distribution-aware speculative decoding.
Architecture
Parcae: Doing more with fewer parameters using stable looped models

Hayden Prairie, Zachary Novack, Taylor Berg-Kirkpatrick, Dan Fu

Abstract curved shapes in purple and gray gradient with the word Parcae and label Research.
Agents
EinsteinArena: Harnessing the collective intelligence of agents in the wild to advance science

Federico Bianchi,* Yongchan Kwon,* James Zou

Colorful abstract shapes with text 'EinsteinArena' centered and a small tag labeled 'RESEARCH' above it.

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