Google AI introduces STATIC, a sparse matrix framework that accelerates constrained decoding for LLM-based generative retrieval. It addresses the inefficiency of traditional trie implementations on hardware accelerators by flattening the trie into a static Compressed Sparse Row (CSR) matrix, achieving up to 948x speedup and demonstrating improvements in YouTube video recommendations.
Render any git repo into a single static HTML page for humans or LLMs. Flatten any GitHub repository into a single, searchable HTML page with syntax highlighting, markdown rendering, and a clean sidebar navigation.