Exploring the Abstention Ability of LLMs using Scientific Reasoning in Critical Fields
Large Language Models (LLMs) can produce fluent and confident responses even when those responses lack sufficient support or contain factual errors. Reliable question answering therefore requires models not only to generate answers, but also to recognize when they cannot provide a well-supported response and abstain ac...