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Bloomz 3B Sft Chat by cmarkea

 »  All LLMs  »  cmarkea  »  Bloomz 3B Sft Chat   URL Share it on

  1147   
  Arxiv:2001.09977   Arxiv:2012.15613   Autotrain compatible   Bloom Dataset:ehartford/wizard vicun...   Dataset:laion/oig   Dataset:shahules786/orca-chat Dataset:timdettmers/openassist...   En   Endpoints compatible   Fr   Pytorch   Region:us   Safetensors
Model Card on HF 🤗: https://huggingface.co/cmarkea/bloomz-3b-sft-chat 

Bloomz 3B Sft Chat Benchmarks

ARC: 36.86 vs 96.7 (so35)-61.9%
HellaSwag: 54.34 vs 95.3 (gpt4)-43%
MMLU: 31.49 vs 88.3 (so35)-64.3%
TruthfulQA: 39.69 vs 59 (gpt4)-32.7%
WinoGrande: 58.88 vs 87.5 (gpt4)-32.7%
GSM8K: 0.38 vs 96.4 (so35)-99.6%
LLME Score: 0.19684
nn.n% — How the model compares to the reference models: Anthropic Sonnet 3.5 ("so35"), GPT-4o ("gpt4o") or GPT-4 ("gpt4").
Bloomz 3B Sft Chat (cmarkea/bloomz-3b-sft-chat)

Bloomz 3B Sft Chat Parameters and Internals

Model Type 
text generation, chatbot
Use Cases 
Areas:
chatbot context
Primary Use Cases:
zero-shot use cases
Limitations:
Not suitable for languages other than English and French
Additional Notes 
Performance gains are logarithmic in relation to the increase in model parameters. The change from float16 to bfloat16 may degrade performance in languages other than French and English.
Supported Languages 
fr (high), en (high)
Training Details 
Data Sources:
ehartford/wizard_vicuna_70k_unfiltered, shahules786/orca-chat, timdettmers/openassistant-guanaco, laion/OIG
Data Volume:
0.9 billion tokens
Hardware Used:
1 x A100 40GB
Input Output 
Input Format:
[human prompt] [bot answer]
Output Format:
text
Performance Tips:
Precede prompt with BOS token and generated part with EOS token.
LLM NameBloomz 3B Sft Chat
Repository 🤗https://huggingface.co/cmarkea/bloomz-3b-sft-chat 
Model Size3b
Required VRAM6 GB
Updated2024-12-26
Maintainercmarkea
Model Typebloom
Model Files  6.0 GB   6.0 GB
Supported Languagesfr en
Model ArchitectureBloomForCausalLM
Licensebigscience-bloom-rail-1.0
Transformers Version4.31.0
Tokenizer ClassBloomTokenizer
Padding Token<pad>
Vocabulary Size250880
Torch Data Typebfloat16

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Note: green Score (e.g. "73.2") means that the model is better than cmarkea/bloomz-3b-sft-chat.

Rank the Bloomz 3B Sft Chat 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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Original data from HuggingFace, OpenCompass and various public git repos.
Release v20241217
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