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BioMistralMerged by skfrost19

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  Merged Model   Autotrain compatible Base model:biomistral/biomistr... Base model:quantized:biomistra...   Conversational   Endpoints compatible   Gguf   Instruct   Mistral   Quantized   Region:us   Safetensors   Sharded   Tensorflow

BioMistralMerged Benchmarks

ARC: 62.46 vs 96.7 (so35)-35.4%
HellaSwag: 83.97 vs 95.3 (gpt4)-11.9%
MMLU: 60.06 vs 88.3 (so35)-32%
TruthfulQA: 60.19 vs 59 (gpt4)2%
WinoGrande: 77.9 vs 87.5 (gpt4)-11%
GSM8K: 0.08 vs 96.4 (so35)-99.9%
LLME Score: 0.25384
nn.n% — How the model compares to the reference models: Anthropic Sonnet 3.5 ("so35"), GPT-4o ("gpt4o") or GPT-4 ("gpt4").

BioMistralMerged Parameters and Internals

Model Type 
pre-trained language model, merged model
Additional Notes 
This model is a merge of two pre-trained language models using the SLERP method.
Training Details 
Methodology:
The model was merged using the SLERP merge method using mergekit, involving configurations across layers from two source models.
LLM NameBioMistralMerged
Repository 🤗https://huggingface.co/skfrost19/BioMistralMerged 
Base Model(s)  mohsenfayyaz/Mistral-7B-Instruct-v0.2_medical_bios_5000_5ep   BioMistral 7B   mohsenfayyaz/Mistral-7B-Instruct-v0.2_medical_bios_5000_5ep   BioMistral/BioMistral-7B
Merged ModelYes
Model Size7b
Required VRAM14.4 GB
Updated2024-11-21
Maintainerskfrost19
Model Typemistral
Instruction-BasedYes
Model Files  7.7 GB   2.0 GB: 1-of-8   1.9 GB: 2-of-8   2.0 GB: 3-of-8   2.0 GB: 4-of-8   1.9 GB: 5-of-8   1.9 GB: 6-of-8   1.9 GB: 7-of-8   0.8 GB: 8-of-8
GGUF QuantizationYes
Quantization Typegguf
Model ArchitectureMistralForCausalLM
Licenseapache-2.0
Context Length32768
Model Max Length32768
Transformers Version4.40.0
Tokenizer ClassLlamaTokenizer
Vocabulary Size32000
Torch Data Typebfloat16
BioMistralMerged (skfrost19/BioMistralMerged)

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Mistral 7B Instruct V0.3 GGUF32K / 2.7 GB930
Mistral 7B Instruct V0.3 GGUF32K / 2.7 GB490
...tral 7B V0.3 Chinese Chat 8bit32K / 7.7 GB163
...7B Instruct V0.2 SFT Local 27632K / 14.4 GB80
Note: green Score (e.g. "73.2") means that the model is better than skfrost19/BioMistralMerged.

Rank the BioMistralMerged 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 v20241110
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