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#natural language process... Preprint Sep 2026

UBTree: Parallel Tree Drafting via Unigram and Bigram Models for Speculative Decoding

Speculative decoding accelerates language model inference by verifying multiple draft tokens in a single target-model pass. Recent parallel drafters have achieved breakthrough performance in frontier production models, but their effectiveness deteriorates as the entropy of target distributions increases due to insuffic...

Chumeng Liang, Lin-Xuan Wang, Xin-Yu Peng et al. · 0 citations
#large language models Review Dec 2026

Toward Domain-Specific Large Language Models in Construction Engineering: A Review of Development Tools

This paper aims to systematically review the development tools for domain-specific LLM specialization in construction engineering based on general-purpose LLM specialization and offers systematic and practical insights into the development tool ecosystem for domain-specific LLM specialization in construction engineerin...

Ya-Nan Chen, Zhi-Liang Ma, Gang Liu et al. · 0 citations

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