Watching, Reasoning, and Searching: A Video Deep Research Benchmark on Open Web for Agentic Video Reasoning
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2601.06943
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Vision-DeepResearch: Incentivizing DeepResearch Capability in Multimodal Large Language Models
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SmartSearch: Process Reward-Guided Query Refinement for Search Agents
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VideoAuto-R1: Video Auto Reasoning via Thinking Once, Answering Twice
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MindWatcher: Toward Smarter Multimodal Tool-Integrated Reasoning
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