What are the hardware requirements for MN 12B Mag Mell R1 KTO?

MN 12B Mag Mell R1 KTO requires approximately 24.5 GB of VRAM and supports a context window of 1000K tokens. Quantized variants may run on less VRAM; see the Quantized Models section on this page.

Who developed MN 12B Mag Mell R1 KTO and how large is it?

MN 12B Mag Mell R1 KTO is developed by taozi555, a model with 12b parameters. The model is published as open weights on Hugging Face and indexed on LLM Explorer with full benchmark history.

Where can I download or evaluate MN 12B Mag Mell R1 KTO?

MN 12B Mag Mell R1 KTO is hosted on Hugging Face and linked from this page. LLM Explorer also lists quantized variants and similar alternatives if available.

MN 12B Mag Mell R1 KTO by taozi555 — VRAM 24.5GB, 1000K context

Name: MN 12B Mag Mell R1 KTO
Author: taozi555

MN 12B Mag Mell R1 KTO is an open-source language model by taozi555. Features: 12b LLM, VRAM: 24.5GB, Context: 1000K, License: other, LLM Explorer Score: 0.2.

Base model:finetune:inflatebot... Base model:inflatebot/mn-12b-m... Conversational Endpoints compatible Full Generated from trainer Llama-factory Mistral Region:us Safetensors Sharded Tensorflow

Model Card on HF 🤗: https://huggingface.co/taozi555/MN-12B-Mag-Mell-R1-KTO

MN 12B Mag Mell R1 KTO Parameters and Internals

LLM Name	MN 12B Mag Mell R1 KTO
Repository 🤗	https://huggingface.co/taozi555/MN-12B-Mag-Mell-R1-KTO
Base Model(s)	MN 12B Mag Mell R1 inflatebot/MN-12B-Mag-Mell-R1
Model Size	12b
Required VRAM	24.5 GB
Updated	2026-07-25
Maintainer	taozi555
Model Type	mistral
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 0.0 GB
Model Architecture	MistralForCausalLM
License	other
Context Length	1024000
Model Max Length	1024000
Transformers Version	4.55.0
Tokenizer Class	PreTrainedTokenizerFast
Padding Token	<\|im_end\|>
Vocabulary Size	131072
Torch Data Type	bfloat16

Rank the MN 12B Mag Mell R1 KTO capabilities

Have you tried this model? Rate its performance — this feedback helps the ML community find the right model for their needs.

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

Best Alternatives to MN 12B Mag Mell R1 KTO

Best Alternatives	Context / RAM	Downloads	Likes
...r Nemo 12B Instruct R 21 09 24	1000K / 24.5 GB	396277	141
MN 12B Mag Mell R1	1000K / 24.5 GB	69558	238
Riverfish Rocinante 12B SFT	1000K / 49.4 GB	166	1
Riverfish Rocinante 12B	1000K / 49.4 GB	111	1
MN 12B LucidFaun RP RU	1000K / 24.5 GB	1005	6
Qliphoth 12B V1.2	1000K / 24.5 GB	107	7
Captain Eris BMO Violent 12B	1000K / 24.5 GB	305	2
Shining Gold Sakura 12B	1000K / 24.5 GB	52	2
Dans SakuraKaze V1.0.0 12B	1000K / 24.5 GB	7	21
...n Eris BMO Violent GRPO V0.420	1000K / 24.5 GB	92	3

Note: green Score (e.g. "73.2") means that the model is better than taozi555/MN-12B-Mag-Mell-R1-KTO.