Get the latest tech news
Content-Aware Spaced Repetition
Discover how content-aware memory models, understanding flashcard semantics, will simplify the creation of future spaced repetition systems.
It’s a foundational change that makes it practical to build the fluid, intelligent learning tools many have envisioned: from idea-centric memory systems that test understanding from multiple angles to truly conversational spaced repetition with a voice-enabled AI agent as tutor. Limited to a time-stamped binary sequence of review ratings, spaced repetition data offers only a faint and insufficient signal to fully reconstruct the complex, dynamic state of a student’s memory. One potential path forward is an open-source, community-contributed dataset where users voluntarily share their Anki and other SRS data, complete with tools to filter out sensitive content and eventually standardized benchmarks for evaluating memory models.
Or read this on Hacker News