Quark 50M V2 by OvercastLab

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Quark 50M V2 is an open-source language model by OvercastLab. Features: 50m LLM, VRAM: 0.1GB, Context: 2K, License: apache-2.0.

  50m   Chatml   Conversational   En   Gqa   Instruct   It   Italian   Llama   Pytorch   Region:us   Rmsnorm   Safetensors   Small-language-model   Smol   Swiglu   Trained-from-scratch

Quark 50M V2 Parameters and Internals

LLM NameQuark 50M V2
Repository 🤗https://huggingface.co/ThingAI/Quark-50m-v2 
Model Size50m
Required VRAM0.1 GB
Updated2026-08-01
MaintainerOvercastLab
Model Typellama
Model Files  0.1 GB   0.2 GB   0.0 GB
Supported Languagesen code
Model ArchitectureLlamaForCausalLM
Licenseapache-2.0
Context Length2048
Model Max Length2048
Transformers Version5.6.2
Tokenizer ClassGPT2Tokenizer
Padding Token<|endoftext|>
Vocabulary Size49152
Errorsreplace

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Supra Title 50M Pre5K / 0.1 GB2198
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Quark 50M Instruct2K / 0.1 GB9462
Quark 50M2K / 0.1 GB2035
Tf3 50M Base2K / 0.2 GB60
Supra 50M Reasoning1K / 0.1 GB1968058
Note: green Score (e.g. "73.2") means that the model is better than ThingAI/Quark-50m-v2.

Rank the Quark 50M V2 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 v20260328a