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K2-Think: 32B Parameter Reasoning System Achieves State-of-the-Art Performance

By

mgl

8mo ago· 2 min readenNews

Summary

K2-Think is a 32B parameter reasoning system that achieves state-of-the-art performance, matching or surpassing much larger models like GPT-OSS 120B and DeepSeek v3.1. Built on Qwen2.5, it demonstrates that smaller models can compete at the highest levels through advanced post-training and test-time computation techniques. The system excels in mathematical reasoning with top scores on public benchmarks and strong performance in code and science domains, while offering fast inference speeds of over 2,000 tokens per second.

Key quotes

· 4 pulled
K2-Think is a reasoning system that achieves state-of-the-art performance with a 32B parameter model, matching or surpassing much larger models like GPT-OSS 120B and DeepSeek v3.1
Our results confirm that a more parameter-efficient model like K2-Think 32B can compete with state-of-the-art systems through an integrated post-training recipe
K2-Think excels in mathematical reasoning, achieving state-of-the-art scores on public benchmarks for open-source models
Built on the Qwen2.5 base model, our system shows that smaller models can compete at the highest levels by combining advanced post-training and test-time computation techniques
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K2-Think is a reasoning system that achieves state-of-the-art performance with a 32B parameter model, matching or surpassing much larger models like GPT-OSS 120B and DeepSeek v3.1. Built on the Qwen2.5 base model, our system shows that smaller models can

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