In a Training Loop 🔄

1 7 10

Ben Kelly PRO

YellowjacketGames

manacasterben

AI & ML interests

None yet

Recent Activity

liked a Space about 14 hours ago

black-forest-labs/FLUX.2-dev

liked a model 3 days ago

Shekswess/trlm-135m

upvoted a collection 3 days ago

RTX a6000 ( 2x Nvlink )

View all activity

Organizations

None yet

liked a Space about 14 hours ago

FLUX.2 [dev]

💻

617

Create images from text and optional images

liked a model 3 days ago

Shekswess/trlm-135m

Text Generation • 0.1B • Updated Sep 28, 2025 • 64 • 46

upvoted 3 collections 3 days ago

updated a collection 3 days ago

Tiny Models for Low-End GPUs

Collection

The bottom 30% of the Steam Hardware Survey have less than 6gb VRAM. 10% have 1gb or less. These are models for those gamers! • 2 items • Updated 3 days ago • 1

liked a model 3 days ago

HuggingFaceTB/SmolLM3-3B

Text Generation • 3B • Updated Sep 10, 2025 • 62k • • 872

updated a collection 3 days ago

Tiny Models for Low-End GPUs

Collection

The bottom 30% of the Steam Hardware Survey have less than 6gb VRAM. 10% have 1gb or less. These are models for those gamers! • 2 items • Updated 3 days ago • 1

liked a model 3 days ago

nvidia/Nemotron-Orchestrator-8B

Text Generation • 8B • Updated Dec 2, 2025 • 25.8k • 500

liked a model 4 days ago

MaziyarPanahi/Nemotron-Orchestrator-8B-GGUF

Text Generation • 8B • Updated Dec 6, 2025 • 57.5k • 4

upvoted 3 collections 5 days ago

Image Generation Stack

Collection

The stuff we actually use, pruned on an ongoing basis. • 0 items • Updated 3 days ago • 1

RTX a6000 ( 1x )

Collection

Models that run well on the RTX a6000's 48gb of VRAM. For models spanning 2x cards with Nvlink, see other collection. • 0 items • Updated 3 days ago • 1

Tiny Models for Low-End GPUs

Collection

The bottom 30% of the Steam Hardware Survey have less than 6gb VRAM. 10% have 1gb or less. These are models for those gamers! • 2 items • Updated 3 days ago • 1

liked a model 8 days ago

Lightricks/LTX-2

Image-to-Video • Updated 6 days ago • 1.06M • • 946

reacted to MaziyarPanahi's post with ❤️ 8 days ago

Post

2513

🎉 OpenMed 2025 Year in Review: 6 Months of Open Medical AI

I'm thrilled to share what the OpenMed community has accomplished since our July 2025 launch!

📊 The Numbers

29,700,000 downloads Thank you! 🙏

- 481 total models (475 medical NER models + 6 fine-tuned LLMs)
- 475 medical NER models in [OpenMed](

OpenMed ) organization
- 6 fine-tuned LLMs in [openmed-community](

openmed-community )
- 551,800 PyPI downloads of the [openmed package](https://pypi.org/project/openmed/)
- 707 followers on HuggingFace (you!)
- 97 GitHub stars on the [toolkit repo](https://github.com/maziyarpanahi/openmed)

🏆 Top Models by Downloads

1. [OpenMed-NER-PharmaDetect-SuperClinical-434M]( OpenMed/OpenMed-NER-PharmaDetect-SuperClinical-434M) — 147,305 downloads
2. [OpenMed-NER-ChemicalDetect-ElectraMed-33M]( OpenMed/OpenMed-NER-ChemicalDetect-ElectraMed-33M) — 126,785 downloads
3. [OpenMed-NER-BloodCancerDetect-TinyMed-65M]( OpenMed/OpenMed-NER-BloodCancerDetect-TinyMed-65M) — 126,465 downloads

🔬 Model Categories

Our 481 models cover comprehensive medical domains:

- Disease Detection (~50 variants)
- Pharmaceutical Detection (~50 variants)
- Oncology Detection (~50 variants)
- Genomics/DNA Detection (~80 variants)
- Chemical Detection (~50 variants)
- Species/Organism Detection (~60 variants)
- Protein Detection (~50 variants)
- Pathology Detection (~50 variants)
- Blood Cancer Detection (~30 variants)
- Anatomy Detection (~40 variants)
- Zero-Shot NER (GLiNER-based)

OpenMed
OpenMed NER: Open-Source, Domain-Adapted State-of-the-Art Transformers for Biomedical NER Across 12 Public Datasets (2508.01630)
https://huggingface.co/collections/OpenMed/medical-and-clinical-ner
https://huggingface.co/collections/OpenMed/zeroshot-medical-and-clinical-ner
OpenMed/Medical-Reasoning-SFT-GPT-OSS-120B