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Samantha 33B SuperHOT 8K GPTQ by TheBloke

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Samantha 33B SuperHOT 8K GPTQ is an open-source language model by TheBloke. Features: 33b 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
Model Card on HF 🤗: https://huggingface.co/TheBloke/Samantha-33B-SuperHOT-8K-GPTQ 

Samantha 33B SuperHOT 8K GPTQ Benchmarks

LLME Score: 0.08171
nn.n% — How the model compares to the reference models: Anthropic Sonnet 3.5 ("so35"), GPT-4o ("gpt4o") or GPT-4 ("gpt4").
Samantha 33B SuperHOT 8K GPTQ (TheBloke/Samantha-33B-SuperHOT-8K-GPTQ)
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Samantha 33B SuperHOT 8K GPTQ Parameters and Internals

Model Type 
Assistant, Friend/Companion, Philosophy and Psychology
Use Cases 
Areas:
Research, AI Assistant, Companionship
Applications:
Personal interactions, Chatbot and Customer support
Primary Use Cases:
Assistantship, Friend and Companion
Limitations:
No roleplay, romance, or sexual activity
Additional Notes 
This is an experimental GPTQ to expand context size further beyond traditional models.
Training Details 
Data Sources:
6,000 conversations in ShareGPT/Vicuna format
Data Volume:
13b trained on a custom curated dataset
Methodology:
A custom training focused on philosophy, psychology, and personal relationships
Context Length:
8192
Training Time:
3 hours on 4x A100 80gb using deepspeed zero3 and flash attention.
Hardware Used:
4x A100 80gb GPUs
Input Output 
Input Format:
USER: [Input] ASSISTANT:
Accepted Modalities:
text
Output Format:
Text
Performance Tips:
Ensure correct configuration of `max_seq_len` and `compress_pos_emb` for desired context size.
LLM NameSamantha 33B SuperHOT 8K GPTQ
Repository 🤗https://huggingface.co/TheBloke/Samantha-33B-SuperHOT-8K-GPTQ 
Model Size33b
Required VRAM16.9 GB
Updated2026-03-31
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/Samantha-33B-SuperHOT-8K-GPTQ.

Rank the Samantha 33B 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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