SmolLM2 135M Instruct by HuggingFaceTB

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SmolLM2 135M Instruct Benchmarks

nn.n% — How the model compares to the reference models: Anthropic Sonnet 3.5 ("so35"), GPT-4o ("gpt4o") or GPT-4 ("gpt4").
SmolLM2 135M Instruct (HuggingFaceTB/SmolLM2-135M-Instruct)

SmolLM2 135M Instruct Parameters and Internals

Model Type 
language model, instruction following
Use Cases 
Areas:
assistive tools
Applications:
text rewriting, summarization, function calling
Primary Use Cases:
Assistive tools for generating English text
Limitations:
Models generate English content, Factually inaccuracy possible, Logical inconsistencies and biases
Considerations:
Verify important information and critically evaluate.
Additional Notes 
SmolLM2 models offer lightweight capabilities for on-device use.
Supported Languages 
en (primary)
Training Details 
Data Sources:
FineWeb-Edu, DCLM, The Stack, UltraFeedback, Synth-APIGen-v0.1
Data Volume:
2T tokens
Methodology:
Supervised fine-tuning (SFT), Direct Preference Optimization (DPO)
Hardware Used:
64 H100 GPUs
Model Architecture:
Transformer decoder
Input Output 
Accepted Modalities:
text
LLM NameSmolLM2 135M Instruct
Repository ๐Ÿค—https://huggingface.co/HuggingFaceTB/SmolLM2-135M-Instruct 
Base Model(s)  SmolLM2 135M   HuggingFaceTB/SmolLM2-135M
Model Size135m
Required VRAM0.3 GB
Updated2024-12-08
MaintainerHuggingFaceTB
Model Typellama
Instruction-BasedYes
Model Files  0.3 GB   0.0 GB
Supported Languagesen
Context Length8k
Model ArchitectureLlamaForCausalLM
Licenseapache-2.0
Context Length8192
Model Max Length8192
Transformers Version4.42.3
Tokenizer ClassGPT2Tokenizer
Padding Token<|im_end|>
Vocabulary Size49152
Torch Data Typebfloat16

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Rank the SmolLM2 135M Instruct 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 v20241124