Uploaded November 2025 | Updated September 2026, 1 day ago
Deep Research Tulu (DR Tulu), the first open model that is directly trained for long-form deep research tasks through an end-to-end training recipe that combines supervised fine-tuning (SFT) and Reinforcement Learning with Evolving Rubrics (RLER). DR Tulu starts from a strong base model and progresses through multiple training stages: SFT on high-quality, naturally occurring information-seeking queries, followed by online RL with RLER tailored to long-form research.
Deep Research Tulu (DR Tulu), the first open model that is directly trained for long-form deep research tasks through an end-to-end training recipe that combines supervised fine-tuning (SFT) and Reinforcement Learning with Evolving Rubrics (RLER). DR Tulu starts from a strong base model and progresses through multiple training stages: SFT on high-quality, naturally occurring information-seeking queries, followed by online RL with RLER tailored to long-form research.










