作者位次 #2/3ICLR 2026Poster
OpenEstimate: Evaluating LLMs on Reasoning Under Uncertainty with Real-World Data
Alana Renda · Jillian Ross · Jacob Andreas
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Alana Renda · Jillian Ross · Jacob Andreas
Shannon Zejiang Shen · Valerie Chen · Ken Gu · Alexis Ross · Zixian Ma · Jillian Ross · Alex Gu · Chenglei Si · Wayne Chi · Andi Peng · Jocelyn J. Shen · Ameet Talwalkar · Tongshuang Wu · David Sontag
Current evaluations of agents remain centered around one-shot task completion, failing to account for the inherently iterative and collaborative nature of many real-world problems, where human goals are often underspecified and evolve. We argue for a shift from building and assessing task complet...