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L3 8B Stheno V3.3 32K by Sao10K

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L3 8B Stheno V3.3 32K is an open-source language model by Sao10K. Features: 8b LLM, VRAM: 16.1GB, Context: 32K, License: cc-by-nc-4.0, LLM Explorer Score: 0.19.

  Conversational   En   Endpoints compatible   Llama   Region:us   Safetensors   Sharded   Tensorflow
Model Card on HF 🤗: https://huggingface.co/Sao10K/L3-8B-Stheno-v3.3-32K 

L3 8B Stheno V3.3 32K Benchmarks

MMLU Pro: 9.95
GPQA: 0.89
MUSR: 4.07
BBH: 13.51
IFEval: 46.04 vs 88 (so35)-47.7%
MATH Lvl 5: 1.44
LLME Score: 0.19322
nn.n% — How the model compares to the reference models: Anthropic Sonnet 3.5 ("so35"), GPT-4o ("gpt4o") or GPT-4 ("gpt4").
L3 8B Stheno V3.3 32K (Sao10K/L3-8B-Stheno-v3.3-32K)
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L3 8B Stheno V3.3 32K Parameters and Internals

Additional Notes 
Not a native 32K model; issues with long context understanding and reasoning; tested in bf16 mode; quantization effects unknown.
Supported Languages 
en (full)
Training Details 
Methodology:
Expanded to 32K Context with PoSE training; Cleaned roleplaying samples, added 2x creative writing samples, remade and refined instruct data.
Context Length:
32768
LLM NameL3 8B Stheno V3.3 32K
Repository 🤗https://huggingface.co/Sao10K/L3-8B-Stheno-v3.3-32K 
Model Size8b
Required VRAM16.1 GB
Updated2026-02-25
MaintainerSao10K
Model Typellama
Model Files  5.0 GB: 1-of-4   5.0 GB: 2-of-4   4.9 GB: 3-of-4   1.2 GB: 4-of-4
Supported Languagesen
Model ArchitectureLlamaForCausalLM
Licensecc-by-nc-4.0
Context Length32768
Model Max Length32768
Transformers Version4.41.1
Tokenizer ClassPreTrainedTokenizerFast
Padding Token<|end_of_text|>
Vocabulary Size128256
Torch Data Typebfloat16

Quantized Models of the L3 8B Stheno V3.3 32K

Model
Likes
Downloads
VRAM
...3.3 32K EXL2 8.05bpw Rpcal Mk2058 GB

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Zero Llama 3.1 8B Beta61048K / 16.1 GB21
...dger Nu Llama 3.1 8B UltraLong1048K / 16.2 GB03
Note: green Score (e.g. "73.2") means that the model is better than Sao10K/L3-8B-Stheno-v3.3-32K.

Rank the L3 8B Stheno V3.3 32K Capabilities

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

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