SmallThinker 21BA3B Instruct by PowerInfer

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SmallThinker 21BA3B Instruct Benchmarks

nn.n% — How the model compares to the reference models: Anthropic Sonnet 3.5 ("so35"), GPT-4o ("gpt4o") or GPT-4 ("gpt4").
SmallThinker 21BA3B Instruct (PowerInfer/SmallThinker-21BA3B-Instruct)
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SmallThinker 21BA3B Instruct Parameters and Internals

LLM NameSmallThinker 21BA3B Instruct
Repository ๐Ÿค—https://huggingface.co/PowerInfer/SmallThinker-21BA3B-Instruct 
Model Namesmallthinker_21b_instruct
Model Size21b
Required VRAM43 GB
Updated2025-07-29
MaintainerPowerInfer
Instruction-BasedYes
Model Files  5.0 GB: 1-of-9   5.0 GB: 2-of-9   5.0 GB: 3-of-9   5.0 GB: 4-of-9   5.0 GB: 5-of-9   5.0 GB: 6-of-9   5.0 GB: 7-of-9   5.0 GB: 8-of-9   3.0 GB: 9-of-9   0.1 GB
Supported Languagesen
Model ArchitectureSmallThinkerForCausalLM
Licenseapache-2.0
Context Length16384
Model Max Length16384
Transformers Version4.53.3
Tokenizer ClassQwen2Tokenizer
Padding Token<|endoftext|>
Vocabulary Size151936
Torch Data Typebfloat16
Errorsreplace

Rank the SmallThinker 21BA3B Instruct 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