SpiralThinker stabilizes iterative latent reasoning in LLMs via text-latent interleaving and progressive alignment, achieving SOTA results among latent baselines on math, logic, and commonsense tasks.
ProsQAProsQA (Hao et al., 2025) is a synthetic question–answering dataset designed to evaluate logical reasoning capability
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SpiralThinker: Latent Reasoning through an Iterative Process with Text-Latent Interleaving
SpiralThinker stabilizes iterative latent reasoning in LLMs via text-latent interleaving and progressive alignment, achieving SOTA results among latent baselines on math, logic, and commonsense tasks.