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Fox 1 1.6B by tensoropera

 »  All LLMs  »  tensoropera  »  Fox 1 1.6B   URL Share it on

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  Arxiv:2411.05281   Autotrain compatible   Conversational   En   Endpoints compatible   Llama   Model-index   Region:us   Safetensors
Model Card on HF 🤗: https://huggingface.co/tensoropera/Fox-1-1.6B 

Fox 1 1.6B Benchmarks

MMLU Pro: 4.13
GPQA: 1.79
MUSR: 3.87
BBH: 7.4
IFEval: 27.66 vs 88 (so35)-68.6%
MATH Lvl 5: 1.74
LLME Score: 0.18197
nn.n% — How the model compares to the reference models: Anthropic Sonnet 3.5 ("so35"), GPT-4o ("gpt4o") or GPT-4 ("gpt4").
Fox 1 1.6B (tensoropera/Fox-1-1.6B)
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Fox 1 1.6B Parameters and Internals

Model Type 
text-generation
Additional Notes 
Fox-1 is a base pretrained model that requires further fine-tuning for most use cases.
Training Details 
Data Sources:
text, code
Data Volume:
3 trillion tokens
Methodology:
3-stage data curriculum
Context Length:
8000
Hardware Used:
8 H100 GPUs
Model Architecture:
decoder-only transformer-based small language model (SLM)
LLM NameFox 1 1.6B
Repository 🤗https://huggingface.co/tensoropera/Fox-1-1.6B 
Model Size1.6b
Required VRAM3.3 GB
Updated2025-09-23
Maintainertensoropera
Model Typellama
Model Files  3.3 GB
Supported Languagesen
Model ArchitectureLlamaForCausalLM
Licenseapache-2.0
Context Length8192
Model Max Length8192
Transformers Version4.39.3
Tokenizer ClassGemmaTokenizer
Padding Token<pad>
Vocabulary Size256000
Torch Data Typebfloat16

Best Alternatives to Fox 1 1.6B

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Context / RAM
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1.5 Pints 16K V0.116K / 3.1 GB316
Fox 1 1.6B Instruct V0.18K / 3.3 GB114
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Model 64K / 3.3 GB300
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Mymodel4K / 3.3 GB50
Chuxin 1.6B Base4K / 3.3 GB1516
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Chuxin 1.6B 1M4K / 3.3 GB511

Rank the Fox 1 1.6B 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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Release v20241124
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