Papers by Huishi Qiu

1 papers
CORAL: Learning Consistent Representations across Multi-step Training with Lighter Speculative Drafter (2025.acl-long)

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Challenge: Existing methods that focus on training and inference suffer from misalignment . speculative decoding is a powerful technique that accelerates large language models .
Approach: They propose a framework that improves both accuracy and efficiency in speculative drafting by using cross-step representational alignment.
Outcome: The proposed framework outperforms existing methods on three LLM families and three benchmark datasets.

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