LongMamba 16384 Bs128 Step400 by PY007

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LongMamba 16384 Bs128 Step400 Benchmarks

nn.n% — How the model compares to the reference models: Anthropic Sonnet 3.5 ("so35"), GPT-4o ("gpt4o") or GPT-4 ("gpt4").
LongMamba 16384 Bs128 Step400 (PY007/LongMamba_16384_bs128_step400)
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LongMamba 16384 Bs128 Step400 Parameters and Internals

Model Type 
text generation, question answering
Use Cases 
Areas:
research, commercial applications
Applications:
chatbots, content creation
Primary Use Cases:
customer support, educational tools
Limitations:
Not suitable for medical advice, Struggles with ambiguous queries
Considerations:
Regularly update to latest version for best performance.
Additional Notes 
Ensure to handle generated content ethically.
Supported Languages 
English (fluent), Spanish (intermediate)
Training Details 
Data Sources:
OpenWebText, CC-100
Data Volume:
100B tokens
Methodology:
fine-tuning
Context Length:
2048
Training Time:
200 hours
Hardware Used:
8x A100 GPUs
Model Architecture:
transformer-based
Safety Evaluation 
Methodologies:
red-teaming, unit testing
Findings:
low bias in gender roles, possible hallucinations
Risk Categories:
misinformation, bias
Ethical Considerations:
Adheres to OpenAI's ethical AI guidelines.
Responsible Ai Considerations 
Fairness:
Efforts to reduce gender and race bias in training data.
Transparency:
Core algorithm and data sources disclosed.
Accountability:
Developers are partially accountable for misuse.
Mitigation Strategies:
Regular updates and improvements.
Input Output 
Input Format:
plain text prompt
Accepted Modalities:
text
Output Format:
generated text, JSON format
Performance Tips:
Utilize batch processing for faster responses.
Release Notes 
Version:
v1.0.0
Date:
2023-10-15
Notes:
Initial public release.
LLM NameLongMamba 16384 Bs128 Step400
Repository ๐Ÿค—https://huggingface.co/PY007/LongMamba_16384_bs128_step400 
Required VRAM11.6 GB
Updated2025-09-15
MaintainerPY007
Model Files  11.6 GB
Model ArchitectureAutoModel
Vocabulary Size50277

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Note: green Score (e.g. "73.2") means that the model is better than PY007/LongMamba_16384_bs128_step400.

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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 v20241124