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WSB GPT 13B by Sentdex

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  4-bit   Autotrain compatible   Bitsandbytes Dataset:sentdex/wsb reddit v00...   Endpoints compatible   Llama   Pytorch   Region:us   Sharded
Model Card on HF 🤗: https://huggingface.co/Sentdex/WSB-GPT-13B 

WSB GPT 13B Benchmarks

LLME Score: 0.10611
nn.n% — How the model compares to the reference models: Anthropic Sonnet 3.5 ("so35"), GPT-4o ("gpt4o") or GPT-4 ("gpt4").
WSB GPT 13B (Sentdex/WSB-GPT-13B)
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WSB GPT 13B Parameters and Internals

Model Type 
Instruct, Chat
Use Cases 
Primary Use Cases:
To be a fun chatbot and to learn more about QLoRA.
Limitations:
Prone to using words that were popularly used in the WSB subreddit in that era., Can be offensive and is not intended for all audiences.
Additional Notes 
Despite `~~` being the typical Llama stop token, it was not generated in training/testing, hence ‘### END.' was used.
Supported Languages 
multilingual (Multilingual from Llama 2, but not sure what the fine-tune did to it, or if the fine-tuned behavior translates well to other languages.)
Training Details 
Data Sources:
Sentdex/wsb_reddit_v002
Methodology:
Fine-tuned with QLoRA on 2017-2018ish /r/wallstreetbets subreddit comments and responses.
Training Time:
A few hours to train, but days to integrate everything.
Hardware Used:
Lambda Labs 1x H100 80GB GPU instance
Responsible Ai Considerations 
Accountability:
Sentdex
Mitigation Strategies:
As time goes on, some words may be pruned or find-replaced.
Input Output 
Input Format:
### Comment: [parent comment text] ### REPLY: [bot's reply] ### END.
Performance Tips:
Use '### END.' for the model to stop generating, though this isn't ideal.
LLM NameWSB GPT 13B
Repository 🤗https://huggingface.co/Sentdex/WSB-GPT-13B 
Model Size13b
Required VRAM26 GB
Updated2025-09-23
MaintainerSentdex
Model Typellama
Model Files  9.9 GB: 1-of-3   9.9 GB: 2-of-3   6.2 GB: 3-of-3
Model ArchitectureLlamaForCausalLM
Licenseapache-2.0
Context Length4096
Model Max Length4096
Transformers Version4.33.0.dev0
Tokenizer ClassLlamaTokenizer
Beginning of Sentence Token<s>
End of Sentence Token</s>
Unk Token<unk>
Vocabulary Size32000
Torch Data Typebfloat16

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Note: green Score (e.g. "73.2") means that the model is better than Sentdex/WSB-GPT-13B.

Rank the WSB GPT 13B 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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