Llama 30B Supercot SuperHOT 8K GPTQ by TheBloke

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Llama 30B Supercot SuperHOT 8K GPTQ is an open-source language model by TheBloke. Features: 30b LLM, VRAM: 16.9GB, Context: 8K, License: other, Quantized, LLM Explorer Score: 0.08.

  4-bit   Custom code   Ext 8k   Gptq   Llama   Quantized   Region:us   Safetensors

Llama 30B Supercot SuperHOT 8K GPTQ Benchmarks

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

Llama 30B Supercot SuperHOT 8K GPTQ Parameters and Internals

Model Type 
text generation
Use Cases 
Primary Use Cases:
Langchain prompting
Additional Notes 
Merges SuperHOT 8K quantization for extended context use.
Training Details 
Data Sources:
huggyllama/llama-30b, kaiokendev/SuperCOT-LoRA
Data Volume:
1200 samples (~400 samples over 2048 seq len)
Methodology:
Merged GPTQ quantization with SuperHOT for 8K context
Context Length:
8192
Input Output 
Input Format:
Alpaca-like instruction format
Accepted Modalities:
text
Output Format:
text
Performance Tips:
For better quality, guide answers with detailed prompts.
LLM NameLlama 30B Supercot SuperHOT 8K GPTQ
Repository 🤗https://huggingface.co/TheBloke/llama-30b-supercot-SuperHOT-8K-GPTQ 
Model Size30b
Required VRAM16.9 GB
Updated2026-05-03
MaintainerTheBloke
Model Typellama
Model Files  16.9 GB
GPTQ QuantizationYes
Context Length8k
Quantization Typegptq
Model ArchitectureLlamaForCausalLM
Licenseother
Context Length8192
Model Max Length8192
Transformers Version4.30.0.dev0
Tokenizer ClassLlamaTokenizer
Beginning of Sentence Token<s>
End of Sentence Token</s>
Unk Token<unk>
Vocabulary Size32000
Torch Data Typefloat16

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Note: green Score (e.g. "73.2") means that the model is better than TheBloke/llama-30b-supercot-SuperHOT-8K-GPTQ.

Rank the Llama 30B Supercot SuperHOT 8K GPTQ 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