While long-context LLMs provide simplicity, their ability to accurately recall factual information can diminish. In other words, the attention mechanism struggles to manage complexity when it scales.
Language Model Context Extending Methods
arxiv.org
https://arxiv.org/pdf/2309.16039.pdf
Paper page - Extending Context Window of Large Language Models via Positional Interpolation
Join the discussion on this paper page
https://huggingface.co/papers/2306.15595
Hugging Face Reads, Feb. 2021 - Long-range Transformers
We’re on a journey to advance and democratize artificial intelligence through open source and open science.
https://huggingface.co/blog/long-range-transformers


Seonglae Cho