North Coast Synthesis Ltd.

Tag: tokenization

Yi

2026-06-08 Video model-intro text tokenization vision upscaling Overview of the Yi open-weights language models from 01.AI, a Chinese startup which seems to have been inactive since 2024. Access: Free account

Huffman to Byte Pair

2025-11-24 Video basics text tokenization Introduction to two data compression concepts, one of which is commonly used for LLM input: Huffman and byte pair encoding. Access: Free account

Rotary Position Encoding

2025-08-18 Video basics text AIAYN tokenization I review position encoding - why it's needed, and how classic Transformers do it - and then go in detail into the Rotary Positioning Embedding (RoPE) enhancement to position encoding. RoPE is widely used in recent large language models. Access: $ Basic

Better (than) tokenization with BLTs

2025-08-01 Video theory text LLaMA tokenization Using "patches" of input bytes, instead of a fixed token list, allows better scalability and improves performance on some tasks that are hard for token-based LLMs. Access: $ Basic