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MineDraft: A Framework for Batch Parallel Speculative Decoding

MineDraft, a batch parallel speculative decoding framework designed to effectively hide drafting latency by overlapping it with verification, is proposed, and the theoretical analysis shows that PSD is substantially more efficient than standard SD.

Zhenwei Tang, A. Verma, Zijian Zhou et al. · 2 citations
#artificial intelligence Preprint Sep 2026

Scaling Near-Optimal SFT-RL Annotation Budget Allocation from Small to Large LLMs

This work describes the near-optimal region, the set of allocations within a specified tolerance of peak performance, which is wide even for small tolerances, widens with model scale, and transfers reliably from small proxy models to large target models.

Jingtan Wang, A. Verma, Xiaoqiang Lin et al. · 0 citations

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