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Swarm Sovereign 26B by LiamVisionary

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Swarm Sovereign 26B is an open-source language model by LiamVisionary. Features: 26b LLM, VRAM: 51.6GB, License: apache-2.0, Quantized, LLM Explorer Score: 0.39, ELO: 1438.

Base model:google/gemma-4-26b-... Base model:quantized:google/ge...   Chat   Conversational   Endpoints compatible   Gemma4   Gguf   Hivemindos   Llama.cpp   Q4   Quantized   Region:us   Safetensors   Sharded   Swarm-sovereign   Tensorflow
Model Card on HF 🤗: https://huggingface.co/LiamVisionary/swarm-sovereign-26b 

Swarm Sovereign 26B Benchmarks

LMSys ELO: 1438 vs 1272 (so35)13.1%
LLME Score: 0.39296
nn.n% — How the model compares to the reference models: Anthropic Sonnet 3.5 ("so35"), GPT-4o ("gpt4o") or GPT-4 ("gpt4").
Swarm Sovereign 26B (LiamVisionary/swarm-sovereign-26b)

Swarm Sovereign 26B Parameters and Internals

LLM NameSwarm Sovereign 26B
Repository 🤗https://huggingface.co/LiamVisionary/swarm-sovereign-26b 
Model NameSwarm Sovereign 26B
Base Model(s)  Gemma 4 26B A4B It   google/gemma-4-26B-A4B-it
Model Size26b
Required VRAM51.6 GB
Updated2026-07-23
MaintainerLiamVisionary
Model Typegemma4
Model Files  4.7 GB: 1-of-11   4.9 GB: 2-of-11   4.9 GB: 3-of-11   4.9 GB: 4-of-11   4.9 GB: 5-of-11   4.9 GB: 6-of-11   4.9 GB: 7-of-11   4.9 GB: 8-of-11   4.9 GB: 9-of-11   4.9 GB: 10-of-11   2.8 GB: 11-of-11   16.8 GB
GGUF QuantizationYes
Quantization Typegguf|q4|q4_k
Model ArchitectureGemma4ForConditionalGeneration
Licenseapache-2.0
Transformers Version5.10.1
Tokenizer ClassGemmaTokenizer
Padding Token<pad>

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...ma4 26B Uncensored Mlx 4bit V20K / 14.2 GB19155269
Note: green Score (e.g. "73.2") means that the model is better than LiamVisionary/swarm-sovereign-26b.

Rank the Swarm Sovereign 26B 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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