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Core1 Base 464M C4 by crumb

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  Autotrain compatible   Dataset:c4   En   Endpoints compatible   Llama   Pytorch   Region:us   Safetensors
Model Card on HF 🤗: https://huggingface.co/crumb/core1-base-464m-c4 

Core1 Base 464M C4 Benchmarks

LLME Score: 0.13249
nn.n% — How the model compares to the reference models: Anthropic Sonnet 3.5 ("so35"), GPT-4o ("gpt4o") or GPT-4 ("gpt4").
Core1 Base 464M C4 (crumb/core1-base-464m-c4)

Core1 Base 464M C4 Parameters and Internals

Model Type 
Text Generation
Additional Notes 
Model sizes are derived from Llama2 variants: Base from Llama2-7b, Medium from Llama2-13b, XL from Llama2-70b.
Training Details 
Data Sources:
c4
Data Volume:
1 billion tokens
Methodology:
Finetuning
Model Architecture:
First X decoder layers of Llama models; exact size varies with model variant
LLM NameCore1 Base 464M C4
Repository 🤗https://huggingface.co/crumb/core1-base-464m-c4 
Model Size464m
Required VRAM0.9 GB
Updated2025-02-22
Maintainercrumb
Model Typellama
Model Files  0.9 GB   0.9 GB
Supported Languagesen
Model ArchitectureLlamaForCausalLM
Context Length4096
Model Max Length4096
Transformers Version4.32.0.dev0
Tokenizer ClassLlamaTokenizer
Beginning of Sentence Token<s>
End of Sentence Token</s>
Unk Token<unk>
Vocabulary Size32000
Torch Data Typebfloat16

Best Alternatives to Core1 Base 464M C4

Best Alternatives
Context / RAM
Downloads
Likes
Qllama Tiny .5B Test 14K / 0 GB1650
Qllama .5B Base Wiki Chat RAG4K / 0 GB1390
Qllama .5B RAG 14K / 0 GB792
Core1 Base 464M Redpajama4K / 0.9 GB1691
Note: green Score (e.g. "73.2") means that the model is better than crumb/core1-base-464m-c4.

Rank the Core1 Base 464M C4 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 v20241227
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