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L3 8B Stheno V3.2 by Sao10K

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  Autotrain compatible   Conversational Dataset:gryphe/opus-writingpro... Dataset:sao10k/c2-logs-filtere... Dataset:sao10k/claude-3-opus-i... Dataset:sao10k/short-storygen-...   En   Endpoints compatible   Instruct   Llama   Region:us   Safetensors   Sharded   Tensorflow
Model Card on HF 🤗: https://huggingface.co/Sao10K/L3-8B-Stheno-v3.2 

L3 8B Stheno V3.2 Benchmarks

MMLU Pro: 30.76
GPQA: 8.05
MUSR: 6.45
BBH: 32.02
IFEval: 68.73 vs 88 (so35)-21.9%
MATH Lvl 5: 9.29
LLME Score: 0.31431
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 V3.2 (Sao10K/L3-8B-Stheno-v3.2)
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L3 8B Stheno V3.2 Parameters and Internals

Model Type 
text generation, assistant-style
Use Cases 
Areas:
Storywriting, Narration, Assistant-type tasks, Roleplaying
Primary Use Cases:
Story writing with balance between SFW and NSFW content, handling prompts with multi-turn coherency, assistant style tasks.
Limitations:
May be slightly less creative than previous versions.
Additional Notes 
Contact the developer on Discord (username: sao10k) for more information.
Supported Languages 
en (English)
Training Details 
Data Sources:
Gryphe/Opus-WritingPrompts, Sao10K/Claude-3-Opus-Instruct-15K, Sao10K/Short-Storygen-v2, Sao10K/c2-Logs-Filtered
Methodology:
Merged multiple model variations back to base with different weights and training runs. Hyperparameter tuning was done for better performance. Used both SFW and NSFW data for story writing.
Training Time:
24 hours over multiple runs
Hardware Used:
1x H100 SXM
Model Architecture:
Sixth iteration with improvements from v3.1.
Input Output 
Input Format:
<|begin_of_text|><|start_header_id|>system<|end_header_id|> {system_prompt}<|eot_id|><|start_header_id|>user<|end_header_id|> {input}<|eot_id|><|start_header_id|>assistant<|end_header_id|> {output}<|eot_id|>
Accepted Modalities:
text
Output Format:
Text outputs with adherence to templates and instructions.
Performance Tips:
Use recommended samplers like Temperature - 1.12-1.22, Min-P - 0.075, Top-K - 50. Adhere to stopping strings for best results.
Release Notes 
Version:
v3.2
Notes:
Includes mix of SFW and NSFW data, more instruct style data, cleaned roleplay samples, better performance in various tasks.
LLM NameL3 8B Stheno V3.2
Repository 🤗https://huggingface.co/Sao10K/L3-8B-Stheno-v3.2 
Model Size8b
Required VRAM16.1 GB
Updated2025-09-23
MaintainerSao10K
Model Typellama
Instruction-BasedYes
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 Length8192
Model Max Length8192
Transformers Version4.41.2
Tokenizer ClassPreTrainedTokenizerFast
Vocabulary Size128256
Torch Data Typebfloat16

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Instruction Following and Task Automation  
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