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Alibaba Cloud (Qwen)

The Fastest Inference Model Built on Qwen Using Cerebras Chips_model_the_This

By Advanced AI EditorSeptember 10, 2025No Comments3 Mins Read
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{ “articleContent”: “On September 10, the Mohamed bin Zayed University of Artificial Intelligence (MBZUAI) in the UAE, in collaboration with AI startup G42, open-sourced its high-performance inference model K2Think, attracting widespread attention in the industry. This model is built on Alibaba’s open-source model Qwen 2.5, and it has made its weights, training data, deployment code, and optimization code available on Hugging Face and GitHub. K2Think’s outstanding performance in inference speed and mathematical capabilities signifies the potential of small parameter modelsin specific task domains.

K2Think: An Innovative Practice of Low-Cost, High-Performance Inference

The K2Think model has 32 billion parameters. Although the parameter scale is relatively small, its performance surpasses that of flagship inference models from OpenAI and DeepSeek, which have 20 times the number of parameters. This is primarily due to its six technological innovations, including supervised fine-tuning of chain-of-thought, verifiable reward reinforcement learning (RLVR), agent planning before inference, expansion during testing, speculative decoding, and inference optimization hardware, all trained using publicly available open-source datasets. Notably, K2Think is deployed on the Cerebras wafer-scale engine (WSE) system, achieving a generation speed of about 2000 tokens per second, which is ten times faster than conventional deployment environments like NVIDIA H100/H200 GPUs. This hardware accelerationstrategy greatly enhances the model’s inference efficiency and reduces inference costs.

Outstanding Mathematical Performance and Specific Use Services

K2Think is not a general-purpose large language model but rather a model focused on inference. It has shown excellent performance in complex mathematical task benchmarks, with average scores in AIME24, AIME25, HMMT25, and OMNI-Math-HARD exceeding those of open-source models such as GPT-OSS, DeepSeek V3.1, and Qwen3-35B-A22B. MBZUAI aims to apply it in specific fields such as mathematics and science, providing more precise and efficient services. This focus on specific tasks also offers new ideas for the practical application of large models.

Open Source Collaboration and Future Prospects

The open-sourcing of K2Think is an important practice of open-source collaborationin the field of artificial intelligence. The openness of model weights, training data, deployment code, and optimization code during testing lowers the barrier to AI technologyapplication and promotes technological exchange and innovation. The success of K2Think also proves that with later training and optimization, small parameter models can achieve performance comparable to that of larger models. This model provides new options for resource-limited institutions and developers. In the future, as technology continues to advance, we have reason to believe that AI modelstailored for specific tasks will play a significant role in more fields. What insights do you think K2Think’s success offers for the future development of AI models?” }

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