What are the hardware requirements for LLaDA2.0 Mini Preview?

LLaDA2.0 Mini Preview requires approximately 32.5 GB of VRAM and supports a context window of 8K tokens. Quantized variants may run on less VRAM; see the Quantized Models section on this page.

Who developed LLaDA2.0 Mini Preview and how large is it?

LLaDA2.0 Mini Preview is developed by inclusionAI, a model with 16.3b 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 LLaDA2.0 Mini Preview?

LLaDA2.0 Mini Preview is hosted on Hugging Face and linked from this page. LLM Explorer also lists quantized variants and similar alternatives if available.

LLaDA2.0 Mini Preview by inclusionAI — VRAM 32.5GB, 8K context

Name: LLaDA2.0 Mini Preview
Author: inclusionAI

LLaDA2.0 Mini Preview is an open-source language model by inclusionAI. Features: 16.3b LLM, VRAM: 32.5GB, Context: 8K, License: apache-2.0, LLM Explorer Score: 0.24.

Arxiv:2512.15745 Conversational Custom code Diffusion Dllm Llada2 moe Region:us Safetensors Sharded Tensorflow Text generation

Model Card on HF 🤗: https://huggingface.co/inclusionAI/LLaDA2.0-mini-preview

LLaDA2.0 Mini Preview Parameters and Internals

LLM Name	LLaDA2.0 Mini Preview
Repository 🤗	https://huggingface.co/inclusionAI/LLaDA2.0-mini-preview
Model Size	16.3b
Required VRAM	32.5 GB
Updated	2026-07-02
Maintainer	inclusionAI
Model Type	llada2_moe
Model Files	5.0 GB: 1-of-7 5.0 GB: 2-of-7 5.0 GB: 3-of-7 5.0 GB: 4-of-7 5.0 GB: 5-of-7 5.0 GB: 6-of-7 2.5 GB: 7-of-7
Model Architecture	LLaDA2MoeModelLM
License	apache-2.0
Context Length	8192
Model Max Length	8192
Transformers Version	4.52.3
Tokenizer Class	PreTrainedTokenizerFast
Padding Token	<\|endoftext\|>
Vocabulary Size	157184
Torch Data Type	bfloat16

Rank the LLaDA2.0 Mini Preview 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 LLaDA2.0 Mini Preview

Best Alternatives	Context / RAM	Downloads	Likes
LLaDA2.1 Mini	32K / 32.3 GB	105185	123
LLaDA2.0 Mini	32K / 32.5 GB	145306	70
LLaDA2.0 Mini CAP	32K / 32.5 GB	177	9
LLaDA2.0 Mini 4bit	32K / 9.2 GB	32	3

Note: green Score (e.g. "73.2") means that the model is better than inclusionAI/LLaDA2.0-mini-preview.