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Model Shaping

Introducing AutoJudge: Streamlined inference acceleration via automated dataset curation

ROMAN GARIPOV, FEDOR VELIKONIVTSEV, IVAN ERMAKOV, RUSLAN SVIRSCHEVSKI, VAGE EGIAZARIAN, MAX RYABININ

Agents

Large Reasoning Models Fail to Follow Instructions During Reasoning: A Benchmark Study

Yongchan Kwon, Shang Zhu, Federico Bianchi, Kaitlyn Zhou, James Zou

Inference

AdapTive-LeArning Speculator System (ATLAS): A New Paradigm in LLM Inference via Runtime-Learning Accelerators

ATLAS delivers up to 4x faster LLM inference, powered by Together Turbo’s latest research.

Junxiong Wang, Shirley Wu, Zelei Shao, Vikranth Srivatsa, Jue Wang, Roy Yuan, Qingyang Wu, Alpay Ariyak, Rupert Wu, Wai Tong Chung, Chenfeng Xu, Yonatan Oren, Pragaash Ponnusamy, Yineng Zhang, Avner May, Leon Song, Tri Dao, Percy Liang, Ce Zhang, Ben Athiwaratkun

Agents

How Together AI Uses AI Agents to Automate Complex Engineering Tasks: Lessons from Developing Efficient LLM Inference Systems

Shang Zhu, Federico Bianchi, Wai Tong Chung, Zain Hasan, Rupert Wu, Ce Zhang, James Zou, Ben Athiwaratkun

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