{"type":"post","id":"stanford-open-sources-memorilla-latent-semantic-memory-that-035052","slug":"stanford-open-sources-memorilla-latent-semantic-memory-that-035052","title":"Stanford open-sources Memorilla, latent semantic memory that packs collections into 16 tokens","description":"Stanford’s MEMORILLA learns to read an entire document collection and turn each query into a fixed set of memory tokens for a frozen language model.","retrieval_nugget":"Stanford’s MEMORILLA learns to read an entire document collection and turn each query into a fixed set of memory tokens for a frozen language model. The team reports strong results on eight benchmarks, including higher FactKG accuracy than full-context prompting with far fewer document tokens—a promising, but still experimental, alternative to retrieval alone.","published_at":"2026-11-07","updated_at":"2026-11-07","record_date":"2026-11-07","date_kind":"published_at","topics":["memory"],"entities":["Stanford University","MEMORILLA","Qwen3-8B","Qwen3-4B","Jure Leskovec"],"related_patterns":["company-memory-needs-write-loops"],"novelty_label":"new_fact","what_changed":"Stanford introduces Memorilla, a learned latent-memory module that compresses document collections into 16 query-dependent tokens and reports over 4,000× compression.","prior_refs":[],"source_url":"https://memory.stanford.edu/","source_urls":["https://memory.stanford.edu/"],"schema_version":"newruntime-agent-readable-v0.2","stable_id":"post:stanford-open-sources-memorilla-latent-semantic-memory-that-035052","status":"published","visuals":[],"editor":{"role":"editor","name":"Andrey Reshetnikov","profile":"https://newruntime.com/owner-profile.md","profile_json":"https://newruntime.com/owner-profile.json","same_as":["https://www.linkedin.com/in/reshetnikov1/","https://t.me/lapetuse"]},"routes":{"html":"https://newruntime.com/posts/stanford-open-sources-memorilla-latent-semantic-memory-that-035052/","markdown":"https://newruntime.com/posts/stanford-open-sources-memorilla-latent-semantic-memory-that-035052.md","json":"https://newruntime.com/posts/stanford-open-sources-memorilla-latent-semantic-memory-that-035052.json"},"markdown_url":"https://newruntime.com/posts/stanford-open-sources-memorilla-latent-semantic-memory-that-035052.md","next_reads":[{"type":"topic","path":"/topics/memory/","url":"https://newruntime.com/topics/memory/","title":"Memory","reason":"Explore the memory topic hub.","media_type":"text/html","markdown_url":"https://newruntime.com/topics/memory.md","json_url":"https://newruntime.com/topics/memory.json"},{"type":"collection","path":"/posts/","url":"https://newruntime.com/posts/","title":"Field Notes","reason":"Open the latest editorial analysis.","media_type":"text/html","json_url":"https://newruntime.com/posts.json"},{"type":"collection","path":"/sources/","url":"https://newruntime.com/sources/","title":"Sources","reason":"See the original sources this archive cites.","media_type":"text/html"}]}