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Neo T Virus 3.2 1B by UmbrellaInc

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Neo T Virus 3.2 1B is an open-source language model by UmbrellaInc. Features: 1b LLM, VRAM: 3GB, Context: 128K, Merged, LLM Explorer Score: 0.3.

  Merged Model Base model:umbrellainc/prototy... Base model:umbrellainc/t-virus...   Endpoints compatible   Llama   Region:us   Safetensors
Model Card on HF 🤗: https://huggingface.co/UmbrellaInc/Neo_T-Virus-3.2-1B 

Neo T Virus 3.2 1B Benchmarks

LLME Score: 0.29887
nn.n% — How the model compares to the reference models: Anthropic Sonnet 3.5 ("so35"), GPT-4o ("gpt4o") or GPT-4 ("gpt4").
Neo T Virus 3.2 1B (UmbrellaInc/Neo_T-Virus-3.2-1B)
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Neo T Virus 3.2 1B Parameters and Internals

LLM NameNeo T Virus 3.2 1B
Repository 🤗https://huggingface.co/UmbrellaInc/Neo_T-Virus-3.2-1B 
Base Model(s)  UmbrellaInc/Prototype-Virus.FINAL-3.2-1B   UmbrellaInc/T-Virus_Epsilon.Arklay-3.2-1B   UmbrellaInc/Prototype-Virus.FINAL-3.2-1B   UmbrellaInc/T-Virus_Epsilon.Arklay-3.2-1B
Merged ModelYes
Model Size1b
Required VRAM3 GB
Updated2026-05-11
MaintainerUmbrellaInc
Model Typellama
Model Files  3.0 GB
Model ArchitectureLlamaForCausalLM
Context Length131072
Model Max Length131072
Transformers Version5.0.0
Tokenizer ClassPreTrainedTokenizerFast
Padding Token<|eot_id|>
Vocabulary Size128256

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JOSIE 1M Base1024K / 13.5 GB121
JOSIE 1M Base1024K / 13.5 GB61
Llama 3.2 1B Instruct128K / 2.5 GB63368191393
Llama 3.2 1B128K / 2.5 GB33060122082
...2 1B Instruct Only Mask W Item128K / 3 GB14250
...Instruct Only Mask W Item Mesh128K / 3 GB3830
MaidEllaA 1B128K / 2.5 GB7861
Note: green Score (e.g. "73.2") means that the model is better than UmbrellaInc/Neo_T-Virus-3.2-1B.

Rank the Neo T Virus 3.2 1B 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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