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TinyMistral 248M V2.5 by Locutusque

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  Merged Model   Autotrain compatible   Code   Computer science Dataset:open-phi/programming b...   Dataset:open-phi/textbooks   En   Endpoints compatible   Mistral   Model-index   Region:us   Safetensors
Model Card on HF 🤗: https://huggingface.co/Locutusque/TinyMistral-248M-v2.5 

TinyMistral 248M V2.5 Benchmarks

MMLU Pro: 1.5
GPQA: 0.11
MUSR: 5.07
BBH: 3.18
IFEval: 13.36 vs 88 (so35)-84.8%
ARC: 24.57 vs 96.7 (so35)-74.6%
HellaSwag: 27.49 vs 95.3 (gpt4)-71.2%
MMLU: 23.15 vs 88.3 (so35)-73.8%
TruthfulQA: 46.72 vs 59 (gpt4)-20.8%
WinoGrande: 47.83 vs 87.5 (gpt4)-45.3%
LLME Score: 0.24656
nn.n% — How the model compares to the reference models: Anthropic Sonnet 3.5 ("so35"), GPT-4o ("gpt4o") or GPT-4 ("gpt4").
TinyMistral 248M V2.5 (Locutusque/TinyMistral-248M-v2.5)

TinyMistral 248M V2.5 Parameters and Internals

Model Type 
text-generation
Additional Notes 
This model fixes exploding gradient issues present in v2, making it easier to fine-tune.
Training Details 
Data Sources:
open-phi/programming_books_llama, open-phi/textbooks
Methodology:
The model was created by merging TinyMistral-248M-v1 and v2, then further pretraining on synthetic textbooks.
Input Output 
Performance Tips:
The model's performance seems to degrade in the inference API. It's recommended to try the model by installing it directly.
LLM NameTinyMistral 248M V2.5
Repository 🤗https://huggingface.co/Locutusque/TinyMistral-248M-v2.5 
Merged ModelYes
Model Size248m
Required VRAM1 GB
Updated2024-12-22
MaintainerLocutusque
Model Typemistral
Model Files  1.0 GB
Supported Languagesen code
Model ArchitectureMistralForCausalLM
Licenseapache-2.0
Context Length32768
Model Max Length32768
Transformers Version4.36.2
Tokenizer ClassLlamaTokenizer
Padding Token<|endoftext|>
Vocabulary Size32005
Torch Data Typefloat16

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Rank the TinyMistral 248M V2.5 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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