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Keural Sft 18K by mkd-hossain

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Keural Sft 18K is an open-source language model by mkd-hossain. Features: 15.4b LLM, VRAM: 30.7GB, Context: 4K, License: apache-2.0, LLM Explorer Score: 0.31.

  Bilingual   Conversational   En   Endpoints compatible   Ko   Korean   Mixtral   Moe   Region:us   Safetensors   Sft   Sharded   Tensorflow
Model Card on HF 🤗: https://huggingface.co/mkd-hossain/keural-sft-18k 

Keural Sft 18K Benchmarks

LLME Score: 0.30509
nn.n% — How the model compares to the reference models: Anthropic Sonnet 3.5 ("so35"), GPT-4o ("gpt4o") or GPT-4 ("gpt4").
Keural Sft 18K (mkd-hossain/keural-sft-18k)
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Keural Sft 18K Parameters and Internals

LLM NameKeural Sft 18K
Repository 🤗https://huggingface.co/mkd-hossain/keural-sft-18k 
Base Model(s)  mkd-hossain/keural-pretrained   mkd-hossain/keural-pretrained
Model Size15.4b
Required VRAM30.7 GB
Updated2026-05-20
Maintainermkd-hossain
Model Typemixtral
Model Files  4.8 GB: 1-of-7   4.8 GB: 2-of-7   4.8 GB: 3-of-7   4.8 GB: 4-of-7   4.8 GB: 5-of-7   4.8 GB: 6-of-7   1.9 GB: 7-of-7
Supported Languagesko en
Model ArchitectureMixtralForCausalLM
Licenseapache-2.0
Context Length4096
Model Max Length4096
Transformers Version4.40.0
Tokenizer ClassLlamaTokenizer
Padding Token<pad>
Vocabulary Size131074
Torch Data Typebfloat16

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Instruction Following and Task Automation  
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