Audience
DeepSeek-V3.2-Speciale is ideal for researchers, competitive programmers, and advanced AI teams needing a pure high-reasoning model that exceeds GPT-level analytical performance without relying on external tool usage
About DeepSeek-V3.2-Speciale
DeepSeek-V3.2-Speciale is a high-compute variant of the DeepSeek-V3.2 model, created specifically for deep reasoning and advanced problem-solving tasks. It builds on DeepSeek Sparse Attention (DSA), a custom long-context attention mechanism that reduces computational overhead while preserving high performance. Through a large-scale reinforcement learning framework and extensive post-training compute, the Speciale variant surpasses GPT-5 on reasoning benchmarks and matches the capabilities of Gemini-3.0-Pro. The model achieved gold-medal performance in the International Mathematical Olympiad (IMO) 2025 and International Olympiad in Informatics (IOI) 2025. DeepSeek-V3.2-Speciale does not support tool-calling, making it purely optimized for uninterrupted reasoning and analytical accuracy. Released under the MIT license, it provides researchers and developers an open, state-of-the-art model focused entirely on high-precision reasoning.
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DeepSeek-V4-Pro
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DeepSeek-V3.2
DeepSeek-V3.2 is a next-generation open large language model designed for efficient reasoning, complex problem solving, and advanced agentic behavior. It introduces DeepSeek Sparse Attention (DSA), a long-context attention mechanism that dramatically reduces computation while preserving performance. The model is trained with a scalable reinforcement learning framework, allowing it to achieve results competitive with GPT-5 and even surpass it in its Speciale variant. DeepSeek-V3.2 also includes a large-scale agent task synthesis pipeline that generates structured reasoning and tool-use demonstrations for post-training. The model features an updated chat template with new tool-calling logic and the optional developer role for agent workflows. With gold-medal performance in the IMO and IOI 2025 competitions, DeepSeek-V3.2 demonstrates elite reasoning capabilities for both research and applied AI scenarios.
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GLM-5.3-Flash
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Pricing
Starting Price:
Free
Pricing Details:
Open source
Free Version:
Free Version available.
Integrations
Company Information
DeepSeek
Founded: 2023
China
deepseek.com
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Product Details
Platforms Supported
Cloud
Windows
Mac
Linux
On-Premises
Training
Documentation
DeepSeek-V3.2-Speciale Frequently Asked Questions
Q: What kinds of users and organization types does DeepSeek-V3.2-Speciale work with?
DeepSeek-V3.2-Speciale works with these users and organization types: Mid Size Business, Small Business, Enterprise, Freelance, Nonprofit, Government, and Startup.
Q: What languages does DeepSeek-V3.2-Speciale support in their product?
DeepSeek-V3.2-Speciale supports these languages: Chinese (Mandarin), Chinese (Simplified), and English.
Q: What other applications or services does DeepSeek-V3.2-Speciale integrate with?
DeepSeek-V3.2-Speciale integrates with: DeepSeek and Hugging Face.
Q: What type of training does DeepSeek-V3.2-Speciale provide?
DeepSeek-V3.2-Speciale provides training in the form of documentation.
Q: How much does DeepSeek-V3.2-Speciale cost?
Pricing for DeepSeek-V3.2-Speciale starts at Free.
