Cartridges: Lightweight and general-purpose long context representations via self-study. - Sabri Eyuboglu; Ryan Ehrlich; Simran Arora; Neel Guha; Dylan Zinsley; Emily Liu; Will Tennien; Atri Rudra; James Zou 001; Azalia Mirhoseini; Christopher Ré (CoRR, 2025)