What are the hardware requirements for Dory Beam 4B?

Dory Beam 4B requires approximately 8 GB of VRAM and supports a context window of 256K tokens. Quantized variants may run on less VRAM; see the Quantized Models section on this page.

Who developed Dory Beam 4B and how large is it?

Dory Beam 4B is developed by ProCreations, a model with 4b 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 Dory Beam 4B?

Dory Beam 4B is hosted on Hugging Face and linked from this page. LLM Explorer also lists quantized variants and similar alternatives if available.

Dory Beam 4B by ProCreations — VRAM 8GB, 256K context

Name: Dory Beam 4B
Author: ProCreations

Dory Beam 4B is an open-source language model by ProCreations. Features: 4b LLM, VRAM: 8GB, Context: 256K, License: other.

Base model:finetune:nvidia/nvi... Base model:nvidia/nvidia-nemot... Beam Conversational Dataset:procreations/beam-reas... Distillation Dory En Latent-reasoning Looped-transformer Math Reasoning Region:us Safetensors

Model Card on HF 🤗: https://huggingface.co/ProCreations/Dory-Beam-4B

Dory Beam 4B Parameters and Internals

LLM Name	Dory Beam 4B
Repository 🤗	https://huggingface.co/ProCreations/Dory-Beam-4B
Base Model(s)	nvidia/NVIDIA-Nemotron-Labs-Dory1.0-4B-BF16 nvidia/NVIDIA-Nemotron-Labs-Dory1.0-4B-BF16
Model Size	4b
Required VRAM	8 GB
Updated	2026-10-27
Maintainer	ProCreations
Model Type	dory
Model Files	8.0 GB
Supported Languages	en
Model Architecture	DoryForCausalLM
License	other
Context Length	262144
Model Max Length	262144
Tokenizer Class	PreTrainedTokenizerFast
Padding Token	<\|im_end\|>
Vocabulary Size	131072

Rank the Dory Beam 4B 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 Dory Beam 4B

Best Alternatives	Context / RAM	Downloads	Likes
... Nemotron Labs Dory1.0 4B BF16	256K / 8 GB	3062	154
...Nemotron Labs Dory1.0 4B NVFP4	256K / 3.2 GB	1012	9
...Nemotron Labs Dory1.0 4B MXFP8	256K / 4.8 GB	639	5
...otron Labs Dory1.0 4B Mlx 4bit	256K / 2.2 GB	272	1

Note: green Score (e.g. "73.2") means that the model is better than ProCreations/Dory-Beam-4B.