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HQQ 270M by NukeverseAi

 »  All LLMs  »  NukeverseAi  »  HQQ 270M   URL Share it on

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  Autotrain compatible Base model:finetune:google/gem... Base model:google/gemma-3-270m...   Conversational   Deepresearch   En   Endpoints compatible   Gemma3   Gemma3 text   Gpt oss   Hqq   Hqq-270m   Hqq 270m   Nukeverseai   Region:us   Safetensors
Model Card on HF 🤗: https://huggingface.co/NukeverseAi/HQQ-270M 

HQQ 270M Benchmarks

LLME Score: 0.28779
nn.n% — How the model compares to the reference models: Anthropic Sonnet 3.5 ("so35"), GPT-4o ("gpt4o") or GPT-4 ("gpt4").
HQQ 270M (NukeverseAi/HQQ-270M)
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HQQ 270M Parameters and Internals

LLM NameHQQ 270M
Repository 🤗https://huggingface.co/NukeverseAi/HQQ-270M 
Base Model(s)  Gemma 3 270M It   google/gemma-3-270m-it
Model Size270m
Required VRAM0.5 GB
Updated2025-08-22
MaintainerNukeverseAi
Model Typegemma3_text
Model Files  0.5 GB
Supported Languagesen
Model ArchitectureGemma3ForCausalLM
Licenseother
Context Length32768
Model Max Length32768
Transformers Version4.55.2
Tokenizer ClassGemmaTokenizer
Padding Token<eos>
Vocabulary Size262144
Torch Data Typebfloat16

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Gemma 3 270M32K / 0.5 GB49079567
Gemma 3 270M It32K / 0.5 GB67923312
Gemma 3 270M It32K / 0.5 GB3165312
Gemma 3 270M It MLX Bf1632K / 0.9 GB26092
Gemma 3 270M It MLX 8bit32K / 0.5 GB77912
...mma 3 270M It Unsloth Bnb 4bit32K / 0.4 GB121831
Gemma 3 270M It Qat MLX 4bit32K / 0.2 GB28512
Gemma 3 270M It Bnb 4bit32K / 0.4 GB13533
...3 270M It Qat Q4 0 Unquantized32K / 0.5 GB37311
Gemma 3 270M It 4bit32K / 0.2 GB6675
Note: green Score (e.g. "73.2") means that the model is better than NukeverseAi/HQQ-270M.

Rank the HQQ 270M 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 v20241124
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