tokenization

"大语言模型使用大量文档进行训练，学习给定文本之后可能出现的文本的概率分布。"

"这个想法是将 token 大小变成一个可见的指标，就像 JS 库的 bundle 大小徽章一样。希望能够小幅推动代码库保持精简，并且对智能体友好。"

"通过使用 Excel VBA 构建 LLM 的简化可视化表示，作者使标记化、嵌入和注意力等复杂概念对任何人来说都易于理解。"

"人工智能不是直接理解文本，而是首先将其分成称为标记的单元，然后进行处理。"

"Gemini 3 では、動画入力において実行コストが半額以下になるという逆転現象が起きています。"

"This article discusses the implementation of tokenization and word segmentation."

"The AI answers 'Tokusei' (an archaic Japanese term) to the question of what's the opposite of a Koala."

"The series will build LLMs from scratch, moving beyond the black box of existing trainers and AutoModels."

"The article begins by stating the common misconception that LLMs like ChatGPT and Claude can perform highly accurate predictions using Excel files, before noting the fundamental limits of the model."

"LLMを使用したアプリケーションを開発している際に、空白文字や改行はどの程度料金や処理時間に影響を与えるのかが気になりました。"

"The research is sourced from ArXiv."

"The paper focuses on biologically informed tokenization."

"InfoTok employs an adaptive discrete video tokenizer."

"The paper explores Spherical Leech Quantization for visual tasks."

"The article is based on a research paper published on ArXiv."

"The research focuses on temporal tokenization strategies for event sequence modeling."

"The paper's focus is on identifying and utilizing the most critical components within unigram tokenization."

"The research is published on ArXiv."

"The paper introduces a 'Behavior-Equivalent Token' which acts as a single-token replacement for long prompts."

"The research focuses on subword tokenization, indicating an investigation of how to break down words into smaller units to improve model performance."

"Hugging Face is the source."