QwQ 32B Preview by Qwen

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  Arxiv:2407.10671   Autotrain compatible Base model:finetune:qwen/qwen2... Base model:qwen/qwen2.5-32b-in...   Chat   Conversational   En   Endpoints compatible   Instruct   Qwen2   Region:us   Safetensors   Sharded   Tensorflow
Model Card on HF ๐Ÿค—: https://huggingface.co/Qwen/QwQ-32B-Preview 

QwQ 32B Preview Benchmarks

nn.n% — How the model compares to the reference models: Anthropic Sonnet 3.5 ("so35"), GPT-4o ("gpt4o") or GPT-4 ("gpt4").
QwQ 32B Preview (Qwen/QwQ-32B-Preview)

QwQ 32B Preview Parameters and Internals

Model Type 
Causal Language Models
Use Cases 
Limitations:
Language Mixing and Code-Switching, Recursive Reasoning Loops, Safety and Ethical Considerations, Performance and Benchmark Limitations
Additional Notes 
As a preview release, it demonstrates promising analytical abilities while having several important limitations.
Supported Languages 
en (Native)
Training Details 
Context Length:
32768
Model Architecture:
transformers with RoPE, SwiGLU, RMSNorm, and Attention QKV bias
Responsible Ai Considerations 
Mitigation Strategies:
Requires enhanced safety measures to ensure reliable and secure performance.
Input Output 
Input Format:
text input with chat template
Accepted Modalities:
text
Output Format:
text
LLM NameQwQ 32B Preview
Repository ๐Ÿค—https://huggingface.co/Qwen/QwQ-32B-Preview 
Base Model(s)  Qwen/Qwen2.5-32B-Instruct   Qwen/Qwen2.5-32B-Instruct
Model Size32b
Required VRAM65.5 GB
Updated2024-12-08
MaintainerQwen
Model Typeqwen2
Instruction-BasedYes
Model Files  3.9 GB: 1-of-17   3.9 GB: 2-of-17   3.9 GB: 3-of-17   3.9 GB: 4-of-17   3.9 GB: 5-of-17   3.9 GB: 6-of-17   3.9 GB: 7-of-17   3.9 GB: 8-of-17   3.9 GB: 9-of-17   3.9 GB: 10-of-17   3.9 GB: 11-of-17   3.9 GB: 12-of-17   3.9 GB: 13-of-17   3.9 GB: 14-of-17   3.9 GB: 15-of-17   3.9 GB: 16-of-17   3.1 GB: 17-of-17
Supported Languagesen
Model ArchitectureQwen2ForCausalLM
Licenseapache-2.0
Context Length32768
Model Max Length32768
Transformers Version4.43.1
Tokenizer ClassQwen2Tokenizer
Padding Token<|endoftext|>
Vocabulary Size152064
Torch Data Typebfloat16
Errorsreplace

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Note: green Score (e.g. "73.2") means that the model is better than Qwen/QwQ-32B-Preview.

Rank the QwQ 32B Preview Capabilities

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Instruction Following and Task Automation  
Factuality and Completeness of Knowledge  
Censorship and Alignment  
Data Analysis and Insight Generation  
Text Generation  
Text Summarization and Feature Extraction  
Code Generation  
Multi-Language Support and Translation  

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Original data from HuggingFace, OpenCompass and various public git repos.
Release v20241124