作者位次 #4/7ICML 2026Poster· Deep Learning / Large Language Models
Verbalized Sampling: How to Mitigate Mode Collapse and Unlock LLM Diversity
Jiayi Zhang · Simon Yu · Derek Chong · Anthony Sicilia · Michael Tomz · Christopher Manning · Weiyan Shi
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Jiayi Zhang · Simon Yu · Derek Chong · Anthony Sicilia · Michael Tomz · Christopher Manning · Weiyan Shi
Mert Inan · Malihe Alikhani · Anthony Sicilia
Large Language Model agents can seeminglyplan and act, yet their language use is oftentreated primarily as an interface for instructingactions and reporting results. We argue that thisframing is one important cause of recurrent coordination failures in human-facing and multiagent settings, includ...