Swarm Sovereign 12B is an open-source language model by LiamVisionary. Features: 12b LLM, VRAM: 24GB, License: apache-2.0, Quantized, LLM Explorer Score: 0.27.
Base model:google/gemma-4-12b-... Base model:quantized:google/ge... Chat Conversational Endpoints compatible Gemma4 Gemma4 unified Gguf Hivemindos Llama.cpp Q4 Quantized Region:us Safetensors Sharded Swarm-sovereign Tensorflow
Model Card on HF 🤗: https://huggingface.co/LiamVisionary/swarm-sovereign-12b
Swarm Sovereign 12B Benchmarks
nn.n% — How the model compares to the reference models: Anthropic Sonnet 3.5 ("so35"), GPT-4o ("gpt4o") or GPT-4 ("gpt4").
What is the LLM Explorer Rank (Score)
Swarm Sovereign 12B Parameters and Internals
| LLM Name | Swarm Sovereign 12B |
| Repository 🤗 | https://huggingface.co/LiamVisionary/swarm-sovereign-12b |
| Model Name | Swarm Sovereign 12B |
| Base Model(s) | |
| Model Size | 12b |
| Required VRAM | 24 GB |
| Updated | 2026-07-11 |
| Maintainer | LiamVisionary |
| Model Type | gemma4_unified |
| Model Files | |
| GGUF Quantization | Yes |
| Quantization Type | gguf|q4|q4_k |
| Model Architecture | Gemma4UnifiedForConditionalGeneration |
| License | apache-2.0 |
| Transformers Version | 5.10.1 |
| Tokenizer Class | GemmaTokenizer |
| Padding Token | <pad> |
Best Alternatives to Swarm Sovereign 12B
Best Alternatives |
Context / RAM |
Downloads |
Likes |
|---|---|---|---|
| ...emma 4 12B Heretic Abliterated | 0K / 0.2 GB | 378 | 1 |
| Gemma 4 12B It OptiQ 4bit | 0K / 8.8 GB | 16775 | 39 |
| Gemma 4 12B It 4bit | 0K / 10.9 GB | 23981 | 13 |
| Gemma 4 12B It Qat OptiQ 4bit | 0K / 8.9 GB | 8026 | 8 |
| Gemma 4 12B It | 0K / 23.9 GB | 146843 | 15 |
| ...le5 Composer2.5 V1 Abliterated | 0K / 24 GB | 36711 | 1 |
| Gemma 4 12B StyleTune | 0K / 25.9 GB | 708 | 23 |
| Gemma 4 12B It Bf16 | 0K / 23.9 GB | 1285 | 5 |
| Gemma 4 12B It Untied | 0K / 25.9 GB | 44 | 0 |
| ...r Fable5 Composer2.5 V1 Sft V5 | 0K / 23.9 GB | 128 | 0 |
Note: green Score (e.g. "73.2") means that the model is better than LiamVisionary/swarm-sovereign-12b .
Rank the Swarm Sovereign 12B Capabilities
🆘 Have you tried this model? Rate its performance. This feedback would greatly assist ML community in identifying the most suitable model for their needs. Your contribution really does make a difference! 🌟
What open-source LLMs or SLMs are you in search of? 55294 in total.
Original data from HuggingFace, OpenCompass and various public git repos.
Check out Ag3ntum — our secure, self-hosted AI agent for server management.
Release v20260328a