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Open-weight model

gWorld-8B-GGUF

by Team Mradermacher mradermacher/gWorld-8B-GGUF

gWorld-8B-GGUF is an open-weight model from Team Mradermacher, released under Apache License 2.0. Its published files total 75.3 GB. It draws 195 downloads a month.

static quants of https://huggingface.co/trillionlabs/gWorld-8B For a convenient overview and download list, visit our model page for this model.

Parameters—
Context—
Weights75.3 GB
Licenseapache-2.0
AccessOpen weights
Monthly Downloads195

Model Card

By Team Mradermacher, published under apache-2.0, revision 10c1e5eb582e.

static quants of https://huggingface.co/trillionlabs/gWorld-8B For a convenient overview and download list, visit our model page for this model. weighted/imatrix quants are available at https://huggingface.co/mradermacher/gWorld-8B-i1-GGUF If you are unsure how to use GGUF files, refer to one of TheBloke's READMEs for more details, including on how to concatenate multi-part files. (sorted by size, not necessarily quality. IQ-quants are often preferable over similar sized non-IQ quants) Here is a handy graph by ikawrakow comparing some lower-quality quant And here are Artefact2's thoughts on the matter: https://gist.github.com/Artefact2/b5f810600771265fc1e39442288e8ec9 See…

Read Team Mradermacher's full model card

About

static quants of https://huggingface.co/trillionlabs/gWorld-8B

For a convenient overview and download list, visit our model page for this model.

weighted/imatrix quants are available at https://huggingface.co/mradermacher/gWorld-8B-i1-GGUF

Usage

If you are unsure how to use GGUF files, refer to one of TheBloke's READMEs for more details, including on how to concatenate multi-part files.

Provided Quants

(sorted by size, not necessarily quality. IQ-quants are often preferable over similar sized non-IQ quants)

Link Type Size/GB Notes
GGUF mmproj-Q8_0 0.9 multi-modal supplement
GGUF mmproj-f16 1.3 multi-modal supplement
GGUF Q2_K 3.4
GGUF Q3_K_S 3.9
GGUF Q3_K_M 4.2 lower quality
GGUF Q3_K_L 4.5
GGUF IQ4_XS 4.7
GGUF Q4_K_S 4.9 fast, recommended
GGUF Q4_K_M 5.1 fast, recommended
GGUF Q5_K_S 5.8
GGUF Q5_K_M 6.0
GGUF Q6_K 6.8 very good quality
GGUF Q8_0 8.8 fast, best quality
GGUF f16 16.5 16 bpw, overkill

Here is a handy graph by ikawrakow comparing some lower-quality quant types (lower is better):

And here are Artefact2's thoughts on the matter: https://gist.github.com/Artefact2/b5f810600771265fc1e39442288e8ec9

FAQ / Model Request

See https://huggingface.co/mradermacher/model_requests for some answers to questions you might have and/or if you want some other model quantized.

Thanks

I thank my company, nethype GmbH, for letting me use its servers and providing upgrades to my workstation to enable this work in my free time. Additional thanks to @nicoboss for giving me access to his private supercomputer, enabling me to provide many more imatrix quants, at much higher quality, than I would otherwise be able to.

Identity and Version

Repository
mradermacher/gWorld-8B-GGUF
Publisher
Team Mradermacher
Task
Not stated by the source
Modality
Other
Library
transformers
Parameters
Not stated by the source
Languages
en, ko
Revision
10c1e5eb582ecd8a5d56ceb05334b5f90a3111a1
First published
2026-01-31
Last updated
2026-10-22

Files and Weights

16 files, 75.3 GB in total. The weights are 14 files totalling 75.3 GB in gguf.

Weights14 files · 75.3 GB
Documentation1 file · 4.0 KB
Repository1 file · 2.3 KB
Every file
FileTypeSizeSHA-256
gWorld-8B.IQ4_XS.ggufWeights4.6 GB db293a24effb
gWorld-8B.Q2_K.ggufWeights3.3 GB acbd9e6c217c
gWorld-8B.Q3_K_L.ggufWeights4.4 GB 98b2f3325838
gWorld-8B.Q3_K_M.ggufWeights4.1 GB d7c10f4d47be
gWorld-8B.Q3_K_S.ggufWeights3.8 GB 1e028f54366e
gWorld-8B.Q4_K_M.ggufWeights5.0 GB ce55ee5d6b07
gWorld-8B.Q4_K_S.ggufWeights4.8 GB eb28863f16d4
gWorld-8B.Q5_K_M.ggufWeights5.9 GB 147b160f721c
gWorld-8B.Q5_K_S.ggufWeights5.7 GB 071a3f984753
gWorld-8B.Q6_K.ggufWeights6.7 GB 5b3be5ed2bba
gWorld-8B.Q8_0.ggufWeights8.7 GB 889b51102bc1
gWorld-8B.f16.ggufWeights16.4 GB 0dd5fe23b40b
gWorld-8B.mmproj-Q8_0.ggufWeights752.3 MB a9433c227606
gWorld-8B.mmproj-f16.ggufWeights1.2 GB e64a9f2fc26b
README.mdDocumentation4.0 KB —
.gitattributesRepository2.3 KB —

License and Download

License
apache-2.0
Access
Open weights, no gate
Download size
75.3 GB
Download from Team Mradermacher

Released by Team Mradermacher through its official repository on Hugging Face. Read the license.

Built From

  • Derived from trillionlabs/gWorld-8B
  • Described by arXiv:2602.01576
  • Quantized from trillionlabs/gWorld-8B
  • Trained on (disclosed) trillionlabs/MWMBench

Memory Requirements

PrecisionWeights in memory
As published75.3 GB

Weights only, from the published parameter count; the key-value cache and runtime add to this.

Questions About gWorld-8B-GGUF

Can I use gWorld-8B-GGUF commercially?

Yes. gWorld-8B-GGUF is released under Apache License 2.0. The Apache License 2.0 is a permissive open-source license. It permits commercial use, modification and redistribution. It requires keeping the license and copyright notices and any NOTICE file, stating significant changes, and it includes an express patent grant from contributors.