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Tongyi DeepResearch

lastmod 2025-11-04created 2025-11-042 edits

An open-source 30B MoE model rivaling OpenAI DeepResearch

About

  • Tongyi DeepResearch is the first fully open-source web agent to perform on par with OpenAI DeepResearch, achieving state-of-the-art results on complex information-seeking benchmarks
    • Tongyi Lab is one of Alibaba Group's AI research and development divisions, focusing on large language models (LLMs), multimodal models, and agent technology; it created the QWEN models
  • Built an end-to-end training pipeline that integrates Agentic Continual Pre-training (CPT), Supervised Fine-Tuning (SFT), and Reinforcement Learning (RL)
  • Strengthens long-horizon reasoning and planning through large-scale QA generation based entirely on synthetic data and the IterResearch paradigm
  • Supports ReAct mode and Heavy mode to handle everything from simple reasoning to complex multi-step research, with stable performance secured through reinforcement learning based on the GRPO algorithm
  • Already deployed in services inside and outside Alibaba, such as Gaode Mate and Tongyi FaRui, demonstrating the practicality and scalability of open-source AI research agents

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