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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.AI2025
Rethinking the Role of Prompting Strategies in LLM Test-Time Scaling: A Perspective of Probability Theory
Yexiang Liu, Zekun Li, Zhi Fang +3
Recently, scaling test-time compute on Large Language Models (LLM) has garnered wide attention. However, there has been limited investigation of how various reasoning prompting str…