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#natural language process... Preprint Oct 2026

Counting and Min-Cost Encoding for Tokenization in Large Language Models

Mainstream large language models rely on a tokenizer to encode text into a token sequence. Different tokenizers may yield token sequences of substantially different lengths for the same text. With a fixed model architecture, shorter token sequences correspond to lower inference time. We propose a tokenizer training app...

Shu-Ming Shi, Xiang Zhang, Hao-Yi Yu et al. · 0 citations
#natural language process... Preprint Sep 2026

CueMem: Cue-Guided Context Reconstruction for Long-Term Conversational Memory

Long-term conversational agents must answer user queries by recalling information from extended dialogue histories, yet directly using the full history is costly and often unreliable, while compressed memory units may lose fine-grained evidence needed for question answering. Motivated by the reconstructive view of auto...

Chang-Jian Wang, Rong-Zhen Li, Wei-Li Guan et al. · 0 citations

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