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Nucleus 22B Token 500B by NucleusAI

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  Autotrain compatible   En   Endpoints compatible   Llama   Region:us   Safetensors   Sharded   Tensorflow
Model Card on HF 🤗: https://huggingface.co/NucleusAI/nucleus-22B-token-500B 

Nucleus 22B Token 500B Benchmarks

MMLU Pro: 1.8
MUSR: 3.55
BBH: 1.89
IFEval: 2.57 vs 88 (so35)-97.1%
ARC: 40.7 vs 96.7 (so35)-57.9%
HellaSwag: 69.39 vs 95.3 (gpt4)-27.2%
MMLU: 30.11 vs 88.3 (so35)-65.9%
TruthfulQA: 39.16 vs 59 (gpt4)-33.6%
WinoGrande: 67.64 vs 87.5 (gpt4)-22.7%
GSM8K: 0.99 vs 96.4 (so35)-99%
LLME Score: 0.16832
nn.n% — How the model compares to the reference models: Anthropic Sonnet 3.5 ("so35"), GPT-4o ("gpt4o") or GPT-4 ("gpt4").
Nucleus 22B Token 500B (NucleusAI/nucleus-22B-token-500B)
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Nucleus 22B Token 500B Parameters and Internals

Model Type 
Causal decoder-only
Use Cases 
Primary Use Cases:
Research on large language models, Foundation for further specialization and finetuning for specific usecases like summarization, text generation, chatbot
Considerations:
Model should be finetuned for specific tasks of interest. Precautions are needed for any production use.
Additional Notes 
This is a raw, pretrained model, which should be further finetuned for most use cases. Nucleus-22B-token-500B is trained on English data and won't generalize to other languages. It may carry online stereotypes and biases.
Supported Languages 
English (NLP)
Training Details 
Data Sources:
RefinedWeb-English, Books, Code, Technical, Math
Data Volume:
500B tokens
Methodology:
Tokenized with the tokenizer similar to Llama-7B
Context Length:
2048
Training Time:
Two weeks in early August 2023
Hardware Used:
256 A100 80GB GPUs
LLM NameNucleus 22B Token 500B
Repository 🤗https://huggingface.co/NucleusAI/nucleus-22B-token-500B 
Model Size22b
Required VRAM87.5 GB
Updated2025-09-23
MaintainerNucleusAI
Model Typellama
Model Files  9.9 GB: 1-of-9   9.7 GB: 2-of-9   9.8 GB: 3-of-9   10.0 GB: 4-of-9   9.8 GB: 5-of-9   9.9 GB: 6-of-9   9.9 GB: 7-of-9   9.8 GB: 8-of-9   8.7 GB: 9-of-9
Supported Languagesen
Model ArchitectureLlamaForCausalLM
Licensemit
Context Length2048
Model Max Length2048
Transformers Version4.30.2
Tokenizer ClassLlamaTokenizer
Beginning of Sentence Token<s>
End of Sentence Token</s>
Unk Token<unk>
Vocabulary Size32000
Torch Data Typefloat32

Quantized Models of the Nucleus 22B Token 500B

Model
Likes
Downloads
VRAM
Nucleus 22B Token 500B GGUF35189 GB
Nucleus 22B Token 500B GPTQ2711 GB
Nucleus 22B Token 500B AWQ1112 GB

Best Alternatives to Nucleus 22B Token 500B

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Context / RAM
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Calm3 22B Chat16K / 44.9 GB70783
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Llama2 22B Daydreamer V34K / 43.7 GB102111
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Llama2 22B Blocktriangular4K / 43.7 GB8344
Llama2 22B Daydreamer V24K / 43.7 GB112
Llama2 22B Daydreamer V14K / 43.7 GB02
Note: green Score (e.g. "73.2") means that the model is better than NucleusAI/nucleus-22B-token-500B.

Rank the Nucleus 22B Token 500B Capabilities

🆘 Have you tried this model? Rate its performance. This feedback would greatly assist ML community in identifying the most suitable model for their needs. Your contribution really does make a difference! 🌟

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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