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A framework to assess clinical safety and hallucination rates of llms for medical text summarisation.NPJ Digital Medicine, 8, 2025

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Active Learning for Neurosymbolic Program Synthesis

cs.PL · 2025-08-21 · unverdicted · novelty 6.0

The abstract claims a new active learning technique, constrained conformal evaluation (tool SmartLabel), that finds the ground-truth program in 98% of benchmarks, but the delivered full text is a different paper, leaving the claim unverifiable.

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  • Active Learning for Neurosymbolic Program Synthesis cs.PL · 2025-08-21 · unverdicted · none · ref 8

    The abstract claims a new active learning technique, constrained conformal evaluation (tool SmartLabel), that finds the ground-truth program in 98% of benchmarks, but the delivered full text is a different paper, leaving the claim unverifiable.