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The Database Asked What the Question Meant
CLARA executes competing interpretations of cancer-genomics queries and interrupts only when their numerical answers materially diverge.
Summary
CLARA executes competing interpretations of cancer-genomics queries and interrupts only when their numerical answers materially diverge.
On 330 executable mutation-prevalence contrasts across eight TCGA cohorts, CLARA labeled 115 interpretation pairs as result-sensitive and 215 as stable. In a separate 120-question language stress test, the authors report that it caught all 60 consequential ambiguities while needlessly requesting clarification on 13 stable cases. The work demonstrates a safety-burden trade-off in this bounded benchmark; it does not validate free-form clinical advice.
Why it matters
CLARA executes competing interpretations of cancer-genomics queries and interrupts only when their numerical answers materially diverge.
Limits and context
- The work demonstrates a safety-burden trade-off in this bounded benchmark; it does not validate free-form clinical advice.
Key claims
CLARA executes competing interpretations of cancer-genomics queries and interrupts only when their numerical answers materially diverge.
Qualification: The work demonstrates a safety-burden trade-off in this bounded benchmark; it does not validate free-form clinical advice.
Evidence: source-2026-08-09-003
Sources
- arXiv preprint 2608.05195arXiv · primary research
Corrections
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