Falcon2 5.5B Czech by ssmits

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Falcon2 5.5B Czech Benchmarks

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 Czech (ssmits/Falcon2-5.5B-Czech)

Falcon2 5.5B Czech Parameters and Internals

Model Type 
text generation
Use Cases 
Areas:
research
Applications:
text generation, summarization, chatbot
Limitations:
Does not generalize well to languages other than those it was trained on
Considerations:
Finetuning is recommended for specific tasks.
Additional Notes 
Prune 50% of the layers based on layer similarity analysis for reduced size.
Supported Languages 
en (mostly trained), de (also trained), es (also trained), fr (also trained), it (also trained), pt (also trained), pl (also trained), nl (also trained), ro (also trained), cs (also trained), sv (also trained)
Training Details 
Data Volume:
5T tokens
Methodology:
pruning and passthrough merging
Model Architecture:
Falcon LLMs require PyTorch 2.0 for use with transformers
Responsible Ai Considerations 
Mitigation Strategies:
Guardrails and precautions are recommended for any production use.
Input Output 
Input Format:
text input
Accepted Modalities:
text
Output Format:
text generation
Performance Tips:
Utilize PyTorch 2.0 for efficient inference.
LLM NameFalcon2 5.5B Czech
Repository ๐Ÿค—https://huggingface.co/ssmits/Falcon2-5.5B-Czech 
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 Languagescs
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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Note: green Score (e.g. "73.2") means that the model is better than ssmits/Falcon2-5.5B-Czech.

Rank the Falcon2 5.5B Czech 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