Grug 3B by ProCreations

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Grug 3B is an open-source language model by ProCreations. Features: 3b LLM, VRAM: 8.4GB, Context: 256K, License: apache-2.0, LLM Explorer Score: 0.33.

  Adaptive-reasoning Base model:finetune:nanbeige/n... Base model:nanbeige/nanbeige4....   Conversational   Custom code Dataset:procreations/grug-3b-t...   En   Grug   Nanbeige   Reasoning   Region:us   Safetensors   Sharded   Tensorflow   Token-efficient   Tool-use

Grug 3B Benchmarks

nn.n% — How the model compares to the reference models: Anthropic Sonnet 3.5 ("so35"), GPT-4o ("gpt4o") or GPT-4 ("gpt4").
Grug 3B (ProCreations/grug-3b)

Grug 3B Parameters and Internals

LLM NameGrug 3B
Repository 🤗https://huggingface.co/ProCreations/grug-3b 
Base Model(s)  Nanbeige/Nanbeige4.2-3B   Nanbeige/Nanbeige4.2-3B
Model Size3b
Required VRAM8.4 GB
Updated2026-07-27
MaintainerProCreations
Model Typenanbeige
Model Files  5.0 GB: 1-of-2   3.4 GB: 2-of-2
Supported Languagesen
Model ArchitectureNanbeigeForCausalLM
Licenseapache-2.0
Context Length262144
Model Max Length262144
Transformers Version4.57.6
Tokenizer ClassLlamaTokenizer
Padding Token<unk>
Vocabulary Size166144

Best Alternatives to Grug 3B

Best Alternatives
Context / RAM
Downloads
Likes
Nanbeige4.2 3B256K / 8.4 GB0214
Nanbeige4.2 3B Base128K / 8.3 GB029
Nanbeige4.2 3B Mlx 8bit256K / 4.4 GB2692
Note: green Score (e.g. "73.2") means that the model is better than ProCreations/grug-3b.

Rank the Grug 3B 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