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cs.CL2026
Shared Doubt: Zero-Shot Cross-Lingual Confidence Estimation for Language Models
Athina Kyriakou, Dennis Ulmer, Ivan Titov
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 stu…
cs.CL2020★ 82 cited
Improving Massively Multilingual Neural Machine Translation and Zero-Shot Translation
Biao Zhang, Philip Williams, Ivan Titov +1
Massively multilingual models for neural machine translation (NMT) are theoretically attractive, but often underperform bilingual models and deliver poor zero-shot translations. In…