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Bruphin Iota by nbeerbower

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Bruphin Iota is an open-source language model by nbeerbower. Features: 7.2b LLM, VRAM: 14.5GB, Context: 32K, License: apache-2.0, Merged, HF Score: 72.5, LLM Explorer Score: 0.13, Arc: 68.4, HellaSwag: 86.6, MMLU: 65, TruthfulQA: 66.2, WinoGrande: 81.1, GSM8K: 67.8.

  Merged Model Base model:nbeerbower/bruphin-... Base model:pabloce/dolphin-2.8...   Endpoints compatible   Mistral   Region:us   Safetensors   Sharded   Tensorflow
Model Card on HF 🤗: https://huggingface.co/nbeerbower/bruphin-iota 

Bruphin Iota Benchmarks

ARC: 68.43 vs 96.7 (so35)-29.2%
HellaSwag: 86.55 vs 95.3 (gpt4)-9.2%
MMLU: 65.02 vs 88.3 (so35)-26.4%
TruthfulQA: 66.17 vs 59 (gpt4)12.2%
WinoGrande: 81.06 vs 87.5 (gpt4)-7.4%
GSM8K: 67.78 vs 96.4 (so35)-29.7%
LLME Score: 0.13349
nn.n% — How the model compares to the reference models: Anthropic Sonnet 3.5 ("so35"), GPT-4o ("gpt4o") or GPT-4 ("gpt4").
Bruphin Iota (nbeerbower/bruphin-iota)
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Bruphin Iota Parameters and Internals

Additional Notes 
This model was created by merging pre-trained language models using the SLERP merge method and configuration provided.
LLM NameBruphin Iota
Repository 🤗https://huggingface.co/nbeerbower/bruphin-iota 
Base Model(s)  Bruphin Theta   pabloce/Dolphin-2.8-slerp   nbeerbower/bruphin-theta   pabloce/Dolphin-2.8-slerp
Merged ModelYes
Model Size7.2b
Required VRAM14.5 GB
Updated2026-01-24
Maintainernbeerbower
Model Typemistral
Model Files  9.8 GB: 1-of-2   4.7 GB: 2-of-2
Model ArchitectureMistralForCausalLM
Licenseapache-2.0
Context Length32768
Model Max Length32768
Transformers Version4.37.1
Tokenizer ClassLlamaTokenizer
Padding Token<unk>
Vocabulary Size32000
Torch Data Typebfloat16

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Note: green Score (e.g. "73.2") means that the model is better than nbeerbower/bruphin-iota.

Rank the Bruphin Iota Capabilities

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Instruction Following and Task Automation  
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Censorship and Alignment  
Data Analysis and Insight Generation  
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Text Summarization and Feature Extraction  
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Multi-Language Support and Translation  

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