Zhihu-ai/Zhi-Create-Qwen3-32B

Hugging Face
TEXT GENERATIONConcurrency Cost:2Model Size:32BQuant:FP8Ctx Length:32kPublished:Jul 11, 2025License:apache-2.0Architecture:Transformer0.0K Open Weights Warm

Zhihu-ai's Zhi-Create-Qwen3-32B is a 32 billion parameter language model fine-tuned from Qwen/Qwen3-32B, specifically optimized for creative writing tasks. It achieves a WritingBench score of 82.08, significantly improving over the base model while maintaining general knowledge and reasoning capabilities. This model is ideal for applications requiring high-quality creative text generation across various domains.

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Model Overview

Zhihu-ai's Zhi-Create-Qwen3-32B is a 32 billion parameter language model, fine-tuned from the Qwen3-32B base model with a strong emphasis on enhancing creative writing performance. It leverages a unique training methodology combining supervised fine-tuning (SFT) with curriculum learning and Direct Preference Optimization (DPO) using the RAFT (Reward-Ranked Fine-Tuning) method.

Key Capabilities & Features

  • Superior Creative Writing: Achieves a WritingBench score of 82.08, a notable improvement over the base Qwen3-32B's 78.97, demonstrating enhanced performance across academic, finance, politics, literature, education, and advertising domains.
  • Maintained General Abilities: Through fine-grained data mixture experiments, the model retains strong general knowledge, mathematics, and reasoning capabilities without significant decline.
  • Robust Training Data: Trained on a meticulously balanced corpus including filtered open-source datasets, synthesized chain-of-thought reasoning, and high-quality content from Zhihu, with creative writing data comprising approximately 23%.
  • Optimized for Deployment: Supports various hardware configurations, including 80GB GPUs, single H20/A800/H800 units, and offers quantized versions (FP8, Q4_K_M) for more accessible deployment on setups like dual RTX 4090 or single RTX 4090.

Recommended Use Cases

  • Creative Content Generation: Ideal for generating diverse creative texts, stories, articles, and marketing copy.
  • Applications Requiring Nuanced Language: Suitable for tasks demanding high-quality, coherent, and contextually appropriate written output.
  • Maintaining General LLM Functionality: Can be used in scenarios where both creative writing prowess and general reasoning capabilities are required.