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Riemannian Redshift 12B V1 by Naphula

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Riemannian Redshift 12B V1 is an open-source language model by Naphula. Features: 12b LLM, VRAM: 24.5GB, Context: 128K, License: apache-2.0, Merged.

  Merged Model Base model:vortex5/amber-starl... Base model:vortex5/astral-noct... Base model:vortex5/azure-starl... Base model:vortex5/crimson-con... Base model:vortex5/maroon-suns... Base model:vortex5/red-synthes... Base model:vortex5/scarlet-ser... Base model:vortex5/shining-ser... Base model:vortex5/starlit-sha... Base model:vortex5/vermilion-s...   Conversational   En   Endpoints compatible   Karcher   Mistral   Nemo   Region:us   Safetensors   Sharded   Tensorflow
Model Card on HF 🤗: https://huggingface.co/Naphula/Riemannian-Redshift-12B-v1 
Riemannian Redshift 12B V1 (Naphula/Riemannian-Redshift-12B-v1)
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Riemannian Redshift 12B V1 Parameters and Internals

LLM NameRiemannian Redshift 12B V1
Repository 🤗https://huggingface.co/Naphula/Riemannian-Redshift-12B-v1 
Base Model(s)  Vortex5/Astral-Noctra-12B   Vortex5/Azure-Starlight-12B   Vortex5/Crimson-Constellation-12B   Vortex5/Red-Synthesis-12B   Vortex5/Shining-Seraph-12B   Vortex5/Starlit-Shadow-12B   Vortex5/Vermilion-Sage-12B   Vortex5/Scarlet-Seraph-12B   Vortex5/Maroon-Sunset-12B   Vortex5/Amber-Starlight-12B   Vortex5/Astral-Noctra-12B   Vortex5/Azure-Starlight-12B   Vortex5/Crimson-Constellation-12B   Vortex5/Red-Synthesis-12B   Vortex5/Shining-Seraph-12B   Vortex5/Starlit-Shadow-12B   Vortex5/Vermilion-Sage-12B   Vortex5/Scarlet-Seraph-12B   Vortex5/Maroon-Sunset-12B   Vortex5/Amber-Starlight-12B
Merged ModelYes
Model Size12b
Required VRAM24.5 GB
Updated2026-03-29
MaintainerNaphula
Model Typemistral
Model Files  4.9 GB: 1-of-5   4.9 GB: 2-of-5   4.9 GB: 3-of-5   4.9 GB: 4-of-5   4.9 GB: 5-of-5
Supported Languagesen
Model ArchitectureMistralForCausalLM
Licenseapache-2.0
Context Length131072
Model Max Length131072
Transformers Version4.57.6
Tokenizer ClassPreTrainedTokenizerFast
Padding Token</s>
Vocabulary Size131078

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Note: green Score (e.g. "73.2") means that the model is better than Naphula/Riemannian-Redshift-12B-v1.

Rank the Riemannian Redshift 12B V1 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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