Alibaba Tongyi DeepResearch 30B A3B

Alibaba的Tongyi DeepResearch 30B A3B在Coding类别中表现出色，排名第63，综合评分82/100。Tongyi DeepResearch is an agentic large language model developed by Tongyi Lab, with 30 billion total parameters activating only 3 billion per token. It's optimized for long-horizon, deep information-seeking tasks and delivers state-of-the-art performance on benchmarks like Humanity's Last Exam, BrowserComp, BrowserComp-ZH, WebWalkerQA, GAIA, xbench-DeepSearch, and FRAMES. This makes it superior for complex agentic search, reasoning, and multi-step problem-solving compared to prior models. The model includes a fully automated synthetic data pipeline for scalable pre-training, fine-tuning, and reinforcement learning. It uses large-scale continual pre-training on diverse agentic data to boost reasoning and stay fresh. It also features end-to-end on-policy RL with a customized Group Relative Policy Optimization, including token-level gradients and negative sample filtering for stable training. The model supports ReAct for core ability checks and an IterResearch-based 'Heavy' mode for max performance through test-time scaling. It's ideal for advanced research agents, tool use, and heavy inference workflows. 它在基准测试表现和采用指标方面特别突出，适合寻找可靠coding解决方案的个人开发者和企业团队。

Tongyi DeepResearch 30B A3B的价格为每百万输入令牌$0.09，每百万输出令牌$0.45（USD）。如需批量折扣和企业定价，请联系提供商。在coding类别中价格具有竞争力，反映了模型的质量成本比。

在Coding类别中，Tongyi DeepResearch 30B A3B在6个追踪模型中排名第63。其质量排名第63，采用排名第63。您可以使用我们的对比工具查看与特定替代方案的详细并排指标。关键差异化因素包括基准测试综合评分、社区评价和实际采用率。

Tongyi DeepResearch 30B A3B已在5个不同信号中进行评估。最强的领域包括Capabilities（67/100）、Pricing（1/100）、Context Window（81/100）。这些评分来源于行业标准基准测试、社区评价和实际表现指标。综合评分82/100反映了所有追踪信号的加权组合。

Tongyi DeepResearch 30B A3B是付费模型，但部分提供商可能会提供试用积分或有限的免费版用于评估。请查看Alibaba的网站了解当前免费版可用性和促销优惠。