Shared Doubt: Zero-shot Cross-Lingual Confidence Estimation for Language Models 事件

Shared Doubt: Zero-shot Cross-Lingual Confidence Estimation for Language Models arXiv:2605.31220v1 Announce Type: new Abstract: Confidence estimation (CE), i.e. quantifying the reliability of a model's prediction, has attracted great interest in the context of large language models (LLMs). However, most studies focus on English, ignoring the multilingual reality of LLM usage, while many CE methods degrade or require retraining across languages. To address this gap, we investigate whether multil