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Xi-Ming Dong

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#natural language process... Feb 2026

Beyond Tokens: Semantic-Aware Speculative Decoding for Efficient Inference by Probing Internal States

SemanticSpec introduces a semantic probability estimation mechanism that probes the model's internal hidden states to assess the likelihood of generating sequences with specific meanings, and proposes SemanticSpec, a semantic-aware speculative decoding framework that verifies entire semantic sequences instead of tokens...

Xi-Ming Dong, Shao-Wei Wang, Dayi Lin et al. · 3 citations

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