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cs.AI2026
S1-DeepResearch: Beyond Search, Toward Real-World Long-Horizon Research Agents
Yao Dong, Xinglin Xiao, Liwei Dong +5
Deep research agents aim to solve complex knowledge-intensive tasks through long-horizon planning, evidence gathering, reasoning, and report generation. While recent progress in se…
cs.CV2026
S1-VL: Scientific Multimodal Reasoning Model with Thinking-with-Images
Qingxiao Li, Lifeng Xu, QingLi Wang +4
We present S1-VL, a multimodal reasoning model for scientific domains that natively supports two complementary reasoning paradigms: Scientific Reasoning, which relies on structured…