What are the hardware requirements for Reflection L3.2 JametMiniMix 3B?

Reflection L3.2 JametMiniMix 3B requires approximately 6.4 GB of VRAM and supports a context window of 128K tokens. Quantized variants may run on less VRAM; see the Quantized Models section on this page.

Who developed Reflection L3.2 JametMiniMix 3B and how large is it?

Reflection L3.2 JametMiniMix 3B is developed by Xiaojian9992024, a model with 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 Reflection L3.2 JametMiniMix 3B?

Reflection L3.2 JametMiniMix 3B is hosted on Hugging Face and linked from this page. LLM Explorer also lists quantized variants and similar alternatives if available.

Reflection L3.2 JametMiniMix 3B by Xiaojian9992024 — VRAM 6.4GB, 128K context

Name: Reflection L3.2 JametMiniMix 3B
Author: Xiaojian9992024

Reflection L3.2 JametMiniMix 3B is an open-source language model by Xiaojian9992024. Features: 3b LLM, VRAM: 6.4GB, Context: 128K, Instruction-Based, Merged, LLM Explorer Score: 0.22.

Merged Model Base model:hastagaras/l3.2-jam... Base model:orion-zhen/reflecti... Conversational Endpoints compatible Instruct Llama Region:us Safetensors Sharded Tensorflow

Model Card on HF 🤗: https://huggingface.co/Xiaojian9992024/Reflection-L3.2-JametMiniMix-3B

Reflection L3.2 JametMiniMix 3B Parameters and Internals

LLM Name	Reflection L3.2 JametMiniMix 3B
Repository 🤗	https://huggingface.co/Xiaojian9992024/Reflection-L3.2-JametMiniMix-3B
Base Model(s)	Hastagaras/L3.2-JametMini-3B-MK.III Orion-zhen/Reflection-Llama3.2-3B-Instruct Hastagaras/L3.2-JametMini-3B-MK.III Orion-zhen/Reflection-Llama3.2-3B-Instruct
Merged Model	Yes
Model Size	3b
Required VRAM	6.4 GB
Updated	2026-07-30
Maintainer	Xiaojian9992024
Model Type	llama
Instruction-Based	Yes
Model Files	5.0 GB: 1-of-2 1.4 GB: 2-of-2
Model Architecture	LlamaForCausalLM
Context Length	131072
Model Max Length	131072
Transformers Version	4.48.2
Tokenizer Class	PreTrainedTokenizerFast
Padding Token	<\|finetune_right_pad_id\|>
Vocabulary Size	128256
Torch Data Type	bfloat16

Rank the Reflection L3.2 JametMiniMix 3B 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 Reflection L3.2 JametMiniMix 3B

Best Alternatives	Context / RAM	Downloads	Likes
Llama 3.2 3B Instruct	128K / 6.5 GB	1829572	2368
Llama 3.2 3B Instruct	128K / 6.5 GB	186207	96
...3B TechWriter Instruct Unsloth	128K / 6.5 GB	6005	1
...ini Math345 GroupB Llama32 End	128K / 6.5 GB	755	0
...ama 3.2 3B TechWriter Instruct	128K / 6.4 GB	226	0
Llama 3.2 3B Instruct	128K / 6.5 GB	991	9
HyLo Llama 6MLA22GDN 8K SFT	128K / 17.1 GB	42	1
Alloma 3B Instruct	128K / 6.5 GB	55456	6
Llama3.2 3B Manumit V1	128K / 6.4 GB	135	0
... V7 SFT 10voicebot Loopcleaned	128K / 6.5 GB	229	0

Note: green Score (e.g. "73.2") means that the model is better than Xiaojian9992024/Reflection-L3.2-JametMiniMix-3B.