What are the hardware requirements for Olmo 3.1 32B Instruct MPOA Heretic?

Olmo 3.1 32B Instruct MPOA Heretic requires approximately 64.8 GB of VRAM and supports a context window of 64K tokens. Quantized variants may run on less VRAM; see the Quantized Models section on this page.

Who developed Olmo 3.1 32B Instruct MPOA Heretic and how large is it?

Olmo 3.1 32B Instruct MPOA Heretic is developed by richardyoung, a model with 32b 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 Olmo 3.1 32B Instruct MPOA Heretic?

Olmo 3.1 32B Instruct MPOA Heretic is hosted on Hugging Face and linked from this page. LLM Explorer also lists quantized variants and similar alternatives if available.

Olmo 3.1 32B Instruct MPOA Heretic by richardyoung — VRAM 64.8GB, 64K context

Name: Olmo 3.1 32B Instruct MPOA Heretic
Author: richardyoung

Olmo 3.1 32B Instruct MPOA Heretic is an open-source language model by richardyoung. Features: 32b LLM, VRAM: 64.8GB, Context: 64K, License: apache-2.0, Instruction-Based, LLM Explorer Score: 0.31.

Arxiv:2512.13961 Abliterated Base model:allenai/olmo-3.1-32... Base model:finetune:allenai/ol... Conversational Dataset:allenai/dolci-instruct... Decensored En Endpoints compatible Heretic Instruct Olmo3 Openrail++ Region:us Reproducible Safetensors Sharded Tensorflow Uncensored

Model Card on HF 🤗: https://huggingface.co/richardyoung/Olmo-3.1-32B-Instruct-MPOA-heretic

Olmo 3.1 32B Instruct MPOA Heretic Parameters and Internals

LLM Name	Olmo 3.1 32B Instruct MPOA Heretic
Repository 🤗	https://huggingface.co/richardyoung/Olmo-3.1-32B-Instruct-MPOA-heretic
Base Model(s)	allenai/Olmo-3.1-32B-Instruct allenai/Olmo-3.1-32B-Instruct
Model Size	32b
Required VRAM	64.8 GB
Updated	2026-11-13
Maintainer	richardyoung
Model Type	olmo3
Instruction-Based	Yes
Model Files	5.0 GB: 1-of-14 4.9 GB: 2-of-14 4.9 GB: 3-of-14 4.9 GB: 4-of-14 4.9 GB: 5-of-14 4.9 GB: 6-of-14 4.9 GB: 7-of-14 4.9 GB: 8-of-14 4.9 GB: 9-of-14 4.9 GB: 10-of-14 4.9 GB: 11-of-14 4.9 GB: 12-of-14 4.9 GB: 13-of-14 1.0 GB: 14-of-14
Supported Languages	en
Model Architecture	Olmo3ForCausalLM
License	apache-2.0
Context Length	65536
Model Max Length	65536
Transformers Version	5.18.0
Tokenizer Class	TokenizersBackend
Padding Token	<\|pad\|>
Vocabulary Size	100278

Rank the Olmo 3.1 32B Instruct MPOA Heretic 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 Olmo 3.1 32B Instruct MPOA Heretic

Best Alternatives	Context / RAM	Downloads	Likes
Olmo 3.1 32B Instruct	64K / 64.7 GB	725	2
...o 3.1 32B Instruct ARA Heretic	64K / 64.8 GB	510	0
...o 3.1 32B Instruct DiM Heretic	64K / 64.8 GB	497	0
...3.1 32B Instruct GMPOA Heretic	64K / 64.8 GB	487	0
...o 3.1 32B Instruct SOM Heretic	64K / 64.8 GB	481	0
Olmo 3.1 32B Instruct	64K / 64.7 GB	54692	82
Olmo 3.1 32B Instruct SFT	64K / 129.2 GB	9086	8
Olmo 3.1 32B Instruct DPO	64K / 129.2 GB	346	6
Olmo 3.1 32B Instruct Bf16	64K / 64.8 GB	19	1

Note: green Score (e.g. "73.2") means that the model is better than richardyoung/Olmo-3.1-32B-Instruct-MPOA-heretic.