Intrinsic data metrics predict reasoning dataset utility for model fine-tuning, with different predictors working best for smaller versus larger models.
URL https://arxiv.org/abs/2511.03823
2 Pith papers cite this work. Polarity classification is still indexing.
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Pith papers citing it
years
2026 2verdicts
UNVERDICTED 2representative citing papers
Bielik Guard delivers compact Polish safety classifiers with F1 scores near 0.79 and superior real-prompt precision over baselines.
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What properties of reasoning supervision are associated with improved downstream model quality?
Intrinsic data metrics predict reasoning dataset utility for model fine-tuning, with different predictors working best for smaller versus larger models.
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Bielik Guard: Efficient Polish Language Safety Classifiers for LLM Content Moderation
Bielik Guard delivers compact Polish safety classifiers with F1 scores near 0.79 and superior real-prompt precision over baselines.