2025
Do LLMs Know When to NOT Answer? Investigating Abstention Abilities of Large Language Models
COLING 2025main
Abstention Ability (AA) is a critical aspect of Large Language Model (LLM) reliability, referring to an LLM’s capability to withhold responses when uncertain or lacking a definitive answer, without compromising performance. Although previous studies have attempted to improve AA, they lack a standard…