What are the hardware requirements for Ogno Monarch Neurotic 9B Passthrough?

Ogno Monarch Neurotic 9B Passthrough requires approximately 17.9 GB of VRAM and supports a context window of 32K tokens. Quantized variants may run on less VRAM; see the Quantized Models section on this page.

Who developed Ogno Monarch Neurotic 9B Passthrough and how large is it?

Ogno Monarch Neurotic 9B Passthrough is developed by AtAndDev, a model with 9b parameters. The model is published as open weights on Hugging Face and indexed on LLM Explorer with full benchmark history.

How does Ogno Monarch Neurotic 9B Passthrough perform on standard benchmarks?

Ogno Monarch Neurotic 9B Passthrough has the following published scores: MMLU 62.92. Compare against reference models on this page or on the LLM Explorer leaderboards.

Ogno Monarch Neurotic 9B Passthrough by AtAndDev — VRAM 17.9GB, 32K context

Name: Ogno Monarch Neurotic 9B Passthrough
Author: AtAndDev

Ogno Monarch Neurotic 9B Passthrough is an open-source language model by AtAndDev. Features: 9b LLM, VRAM: 17.9GB, Context: 32K, License: apache-2.0, Merged, LLM Explorer Score: 0.14, Arc: 46.3, HellaSwag: 56.1, MMLU: 62.9.

Merged Model Bardsai/jaskier-7b-dpo-v5.6 Endpoints compatible Eren23/ogno-monarch-jaskier-me... Mistral Region:us Safetensors Sharded Tensorflow

Model Card on HF 🤗: https://huggingface.co/AtAndDev/Ogno-Monarch-Neurotic-9B-Passthrough

Ogno Monarch Neurotic 9B Passthrough Parameters and Internals

LLM Name	Ogno Monarch Neurotic 9B Passthrough
Repository 🤗	https://huggingface.co/AtAndDev/Ogno-Monarch-Neurotic-9B-Passthrough
Merged Model	Yes
Model Size	9b
Required VRAM	17.9 GB
Updated	2026-09-09
Maintainer	AtAndDev
Model Type	mistral
Model Files	2.0 GB: 1-of-10 1.9 GB: 2-of-10 2.0 GB: 3-of-10 2.0 GB: 4-of-10 1.9 GB: 5-of-10 1.9 GB: 6-of-10 1.9 GB: 7-of-10 2.0 GB: 8-of-10 1.9 GB: 9-of-10 0.4 GB: 10-of-10
Model Architecture	MistralForCausalLM
License	apache-2.0
Context Length	32768
Model Max Length	32768
Transformers Version	4.38.1
Tokenizer Class	LlamaTokenizer
Padding Token	<unk>
Vocabulary Size	32000
Torch Data Type	bfloat16

Rank the Ogno Monarch Neurotic 9B Passthrough 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

Best Alternatives to Ogno Monarch Neurotic 9B Passthrough

Best Alternatives	Context / RAM	Downloads	Likes
Peagle 9B	32K / 18 GB	12814	0
MetaMath Mistral Pro	32K / 17.9 GB	18	6
Peagle 9B	32K / 18 GB	8203	0
Mistral 9B Instruct	32K / 35.9 GB	7	0
GML Mistral Merged V1	32K / 18 GB	86	1
Garbage 9B	32K / 17.9 GB	72	3
Bepis 9B	32K / 18 GB	100	6
Mistral 9B Instruct V0.2	32K / 17.9 GB	89	3
Notus TheTop 7B Passthrough	32K / 18 GB	5	0
...raAI Foredoomed 9B EXL 2.8 Bpw	32K / 3.7 GB	5	0

Note: green Score (e.g. "73.2") means that the model is better than AtAndDev/Ogno-Monarch-Neurotic-9B-Passthrough.