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Long-CoT
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- 6 OctSYNLAT aligns compression with syntax to shrink chain-of-thought outputs
An arXiv paper introduces SYNLAT, a text-latent chain-of-thought (CoT) framework that compresses CoT traces by aligning compression boundaries with syntactic units. Evaluated with Qwen3 Student models on Standard-CoT and Long-CoT groups, SYNLAT matches or outperforms baselines and shows larger gains at stronger compression levels.
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