Arctic Questions, Missing Answers: A Dataset and Benchmark for LLM Abstention in Arctic Science
arXiv:2610.09446v1 Announce Type: new 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 ArcticQA, a dataset of 194 questions der…
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- 2026-10-08 04:00 · arXiv cs.CL
Arctic Questions, Missing Answers: A Dataset and Benchmark for LLM Abstention in Arctic Science