作者位次 #2/4ICML 2026Poster· Deep Learning / Large Language Models
Sampling from Your Language Model One Byte at a Time
Jonathan Hayase · Alisa Liu · Noah Smith · Sewoong Oh
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Jonathan Hayase · Alisa Liu · Noah Smith · Sewoong Oh
Shangbin Feng · Wenxuan Ding · Alisa Liu · Zifeng Wang · Weijia Shi · Yike Wang · Shannon Zejiang Shen · Xiaochuang Han · Hunter Lang · Chen-Yu Lee · Tomas Pfister · Yejin Choi · Yulia Tsvetkov
This position paper argues that in many realistic (i.e., complex, contextualized, subjective) scenarios, one LLM is not enough to produce a reliable output. We challenge the status quo of relying solely on a single general-purpose LLM and argue for multi-LLM collaboration to better represent the...