Arctic Questions, Missing Answers: A Dataset and Benchmark for LLM Abstention in Arctic Science.

arXiv:2610.09446v1 Announce Type: cross Abstract: Large language models (LLMs) should abstain from scientific multiple-choice questions when no option is valid, but frequent abstention alone does not demonstrate sensitivity to answer availability. We introduce