DeepSeek R1 Paper Expanded to 86 Pages
Narrative
Complete training pipeline disclosed. Three-stage "Dev" process (Dev1, Dev2, Dev3) detailed. Monte Carlo Tree Search admitted to have failed. Full reproducibility documentation. Nature publication synchronized back to arXiv.
Reality
Unprecedented transparency for frontier model. Negative results disclosed (MCTS failure saves community compute). Full technical details enable replication. Signals V4 model imminent (rumored mid-February Lunar New Year release focused on coding).
Implication
Prior art established for R1 techniques. Open-source community fully enabled. Research reproducibility breakthrough. Sets new standard for model transparency. V4 expected to pivot from pure reasoning to software engineering dominance.