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Experimental Mistral 1B V00 by NickyNicky

By NickyNicky · 105 downloads
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Experimental Mistral 1B V00 is an open-source language model by NickyNicky. Features: 1b LLM, VRAM: 3.5GB, Context: 32K, LLM Explorer Score: 0.1.

  Conversational   Deploy:azure   Endpoints compatible   Mistral   Pytorch   Region:us
Model Card on HF 🤗: https://huggingface.co/NickyNicky/experimental-Mistral-1b-V00 

Experimental Mistral 1B V00 Parameters and Internals

Model Type 
Text Classification, Natural Language Processing
Use Cases 
Areas:
Research, Commercial Applications
Applications:
Sentiment Analysis, Text Classification
Primary Use Cases:
Customer sentiment analysis, Content moderation
Limitations:
Not suitable for real-time applications, Limited support for non-English languages
Considerations:
Ensure data privacy when deploying.
Additional Notes 
Constant updates are planned for language coverage improvement.
Supported Languages 
English (High proficiency)
Training Details 
Data Sources:
Common Crawl, Wikipedia
Data Volume:
600 GB of text data
Methodology:
Self-supervised learning followed by supervised finetuning
Context Length:
512
Training Time:
2 weeks
Hardware Used:
8x NVIDIA A100 GPUs
Model Architecture:
Transformer-based
Safety Evaluation 
Methodologies:
Adversarial testing, Evaluation against known biases
Findings:
Reduced bias in minority languages, Some limitations in detecting nuanced contexts
Risk Categories:
Bias, Misinformation
Ethical Considerations:
Focus on minimizing bias in model responses
Responsible Ai Considerations 
Fairness:
The model is trained on diverse datasets to mitigate bias.
Transparency:
Model weights and training data sources are available.
Accountability:
ZeroAI Labs
Mitigation Strategies:
Continuous monitoring and updates based on feedback.
Input Output 
Input Format:
JSON or plain text
Accepted Modalities:
text
Output Format:
JSON with structured sentiment or classification labels
Performance Tips:
Ensure input data is clean and pre-processed for best performance.
Release Notes 
Version:
1.0.0
Date:
2023-09-01
Notes:
Initial release with support for sentiment analysis and classification tasks.
LLM NameExperimental Mistral 1B V00
Repository 🤗https://huggingface.co/NickyNicky/experimental-Mistral-1b-V00 
Model Size1b
Required VRAM3.5 GB
Updated2026-07-22
MaintainerNickyNicky
Model Typemistral
Model Files  3.5 GB
Model ArchitectureMistralForCausalLM
Context Length32768
Model Max Length32768
Transformers Version4.34.0
Tokenizer ClassLlamaTokenizer
Vocabulary Size32002
Torch Data Typefloat32

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Note: green Score (e.g. "73.2") means that the model is better than NickyNicky/experimental-Mistral-1b-V00.