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Llm-based agentic systems in medicine and healthcare.Nature Machine Intelligence, 6(12):1418–1420, 2024

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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 12

    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.