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cs.CL2026
ORQA: An Occupation-Realistic Question and Answer Framework for LLM Professional Knowledge
Shreyas Krishnan, Serina Chang, Abhishek Nagaraj
We present ORQA, a method for testing occupation-level knowledge in large language models. Prior methods either map abstract LLM skills to occupations via task definitions or utili…
cs.CL2026
Beyond the Flag: Clinical Framing Closes the Moderation Gap in Suicide Risk Measurement
Shreyas Krishnan, Gun Ahn, Jungjin Kim
Moderation APIs are built to flag policy-violating content, not to measure graded clinical risk. But a platform's duty does not end at detection: the response owed to passive distr…