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Falcon2 5.5B Portuguese by ssmits

 »  All LLMs  »  ssmits  »  Falcon2 5.5B Portuguese   URL Share it on

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  Merged Model   Autotrain compatible Base model:finetune:tiiuae/fal...   Base model:tiiuae/falcon-11b   Conversational   Custom code   Endpoints compatible   Falcon   Pt   Region:us   Safetensors   Sharded   Tensorflow   Tiiuae/falcon-11b
Model Card on HF 🤗: https://huggingface.co/ssmits/Falcon2-5.5B-Portuguese 

Falcon2 5.5B Portuguese Benchmarks

LLME Score: 0.19933
nn.n% — How the model compares to the reference models: Anthropic Sonnet 3.5 ("so35"), GPT-4o ("gpt4o") or GPT-4 ("gpt4").
Falcon2 5.5B Portuguese (ssmits/Falcon2-5.5B-Portuguese)

Falcon2 5.5B Portuguese Parameters and Internals

Model Type 
text generation
Use Cases 
Areas:
research, foundation for specialization
Applications:
summarization, text generation, chatbot
Limitations:
generalization issues to unsupported languages, biases from web-corpora
Considerations:
Tailor to specific tasks and assessments.
Additional Notes 
This model was part of a merge using mergekit with specific layer configurations.
Supported Languages 
Portuguese (native), English (proficient), German (proficient), Spanish (proficient), French (proficient), Italian (proficient), Polish (proficient), Dutch (proficient), Romanian (proficient), Czech (proficient), Swedish (proficient)
Training Details 
Data Sources:
wikimedia/wikipedia Portuguese subset
Methodology:
continued pre-training and pruning using layer similarity to maintain performance while reducing model size
Safety Evaluation 
Methodologies:
PruneMe layer similarity analysis
Risk Categories:
bias, generalization issues
Responsible Ai Considerations 
Mitigation Strategies:
Fine-tuning and guardrails recommended for production use.
Input Output 
Input Format:
Text
Accepted Modalities:
text
Output Format:
Text
Performance Tips:
Use PyTorch 2.0 for optimal inference with Falcon models
Release Notes 
Notes:
Merged using passthrough method and pruned with PruneMe for optimized performance.
LLM NameFalcon2 5.5B Portuguese
Repository 🤗https://huggingface.co/ssmits/Falcon2-5.5B-Portuguese 
Base Model(s)  Falcon 11B   tiiuae/falcon-11B
Merged ModelYes
Model Size11b
Required VRAM10.9 GB
Updated2024-12-22
Maintainerssmits
Model Typefalcon
Model Files  0.9 GB: 1-of-12   1.0 GB: 2-of-12   0.9 GB: 3-of-12   0.9 GB: 4-of-12   1.0 GB: 5-of-12   0.9 GB: 6-of-12   0.9 GB: 7-of-12   1.0 GB: 8-of-12   0.9 GB: 9-of-12   0.9 GB: 10-of-12   1.0 GB: 11-of-12   0.6 GB: 12-of-12
Supported Languagespt
Model ArchitectureFalconForCausalLM
Licenseapache-2.0
Context Length8192
Model Max Length8192
Transformers Version4.40.2
Is Biased0
Tokenizer ClassPreTrainedTokenizerFast
Padding Token<|endoftext|>
Vocabulary Size65024
Torch Data Typebfloat16

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Falcon 11B8K / 22.1 GB21564213
Falcon2 5.5B Multilingual8K / 10.9 GB4124
Falcon2 5.5B Polish8K / 10.9 GB21961
Falcon2 5.5B German8K / 10.9 GB3980
Falcon2 11B8K / 6.6 GB180
Enron Falcon 11B8K / 7.6 GB141
Falcon2 5.5B Czech8K / 10.9 GB420
Falcon2 5.5B Spanish8K / 10.9 GB220
Falcon2 5.5B Norwegian8K / 10.9 GB211
Falcon2 5.5B Dutch8K / 10.9 GB291
Note: green Score (e.g. "73.2") means that the model is better than ssmits/Falcon2-5.5B-Portuguese.

Rank the Falcon2 5.5B Portuguese 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 v20241217
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