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.
Deepseek-r1 incentivizes reasoning in llms through reinforcement learning.Nature, 645(8081):633–638, 2025
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Active Learning for Neurosymbolic Program Synthesis
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.