What are the hardware requirements for SigmaBoi Bge M3?

SigmaBoi Bge M3 requires approximately 5.9 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 SigmaBoi Bge M3 and how large is it?

SigmaBoi Bge M3 is developed by tinycompany, 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 SigmaBoi Bge M3?

SigmaBoi Bge M3 is hosted on Hugging Face and linked from this page. LLM Explorer also lists quantized variants and similar alternatives if available.

SigmaBoi Bge M3 by tinycompany — VRAM 5.9GB, 32K context

Name: SigmaBoi Bge M3
Author: tinycompany

SigmaBoi Bge M3 is an open-source language model by tinycompany. Features: 3b LLM, VRAM: 5.9GB, Context: 32K, License: mit, LLM Explorer Score: 0.21.

Endpoints compatible Qwen2 Region:us Safetensors Sharded Tensorflow

Model Card on HF 🤗: https://huggingface.co/tinycompany/SigmaBoi-bge-m3

SigmaBoi Bge M3 Parameters and Internals

LLM Name	SigmaBoi Bge M3
Repository 🤗	https://huggingface.co/tinycompany/SigmaBoi-bge-m3
Model Size	3b
Required VRAM	5.9 GB
Updated	2026-07-17
Maintainer	tinycompany
Model Type	qwen2
Model Files	5.0 GB: 1-of-2 0.9 GB: 2-of-2
Model Architecture	Qwen2ForCausalLM
License	mit
Context Length	32768
Model Max Length	32768
Transformers Version	4.47.0
Tokenizer Class	PreTrainedTokenizerFast
Padding Token	<\|endoftext\|>
Vocabulary Size	81920
Torch Data Type	bfloat16

Rank the SigmaBoi Bge M3 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 SigmaBoi Bge M3

Best Alternatives	Context / RAM	Downloads	Likes
VibeThinker 3B	128K / 6.2 GB	52745	806
Ulam 1 Small	128K / 6.2 GB	202	4
VibeThinker 3B	128K / 6.2 GB	361	0
...ibeThinker 3B SFT Fable5 Glint	128K / 6.2 GB	65	0
Saba1.5 Pro 3B	128K / 5.8 GB	9	1
...b Sft Stage1.2 Ss1 Expert Math	128K / 15.1 GB	12	0
... Formattedtext Math Wiki Merge	128K / 15.1 GB	12	0
...2 Ss1 Expert Fictional Lyrical	128K / 15.1 GB	6	0
...tage1.1 Ss1 With Math.no Issue	128K / 15.1 GB	6	0
...ware Howto Formattedtext Merge	128K / 15.1 GB	5	0

Note: green Score (e.g. "73.2") means that the model is better than tinycompany/SigmaBoi-bge-m3.