「Tongyi DeepResearch establishes a new state-of-the-art with substantially fewer parameters, comprising a total of 30.5 billion parameters while activating only 3.3 billion per token, building upon the Qwen3- 30B-A3B-Base model (Yang et al , 2025). Empirical evaluations on deep research benchmarks demonstrate the effectiveness of our agent.」と高効率なモデルを活用したDeepResearch、商用環境を上回る性能を主張。