Tag: tokenization

How Large Language Models Work: Core Mechanisms and Capabilities

Explore the inner workings of Large Language Models, from Transformer architecture and self-attention to tokenization and the battle against hallucinations.

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How Vocabulary Size in LLMs Affects Accuracy and Performance

Vocabulary size in large language models directly impacts accuracy, multilingual performance, and efficiency. New research shows larger vocabularies (100k-256k tokens) outperform traditional 32k models, especially in code and non-English tasks.

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