S1-DeepResearch: Beyond Search, Toward Real-World Long-Horizon Research Agents
Researchers have introduced S1-DeepResearch, a novel framework and dataset designed to advance deep research agents beyond simple search capabilities. The framework focuses on constructing agent trajectories that encompass complex reasoning, knowledge synthesis, planning, and report generation, moving beyond traditional search-centric training data. The S1-DeepResearch-32B model, trained on this new dataset, demonstrates state-of-the-art performance on 20 benchmarks, approaching the capabilities of leading proprietary models in deep research tasks. AI
IMPACT This work advances AI agents beyond simple search, enabling more complex, long-horizon research tasks and potentially accelerating scientific discovery.