llm-jp / Dense-13B

huggingface.co
Total runs: 119
24-hour runs: 8
7-day runs: -2
30-day runs: 32
Model's Last Updated: February 27 2025

Introduction of Dense-13B

Model Details of Dense-13B

Drop-Upcycling
Drop-Upcycling: Training Sparse Mixture of Experts with Partial Re-initialization

📄 [Paper] | 🤗 [Hugging Face] 📁 [Dataset] 💻 [Code] | 📊 [Log]

Model Index

We provide model checkpoints for all experiments to ensure reproducibility of the results presented in Tables 1 and 2.

Table 1
Model Link
1 Dense 152M Link
2 MoE FS 8x152M Link
3 MoE BTX 8x152M Link
4 MoE NU 8x152M Link
5 MoE RNU (r=0.5) 8x152M Link
6 MoE DU (r=0.5) 8x152M Link
7 MoE DU (r=1.0) 8x152M Link
8 Dense 1.5B Link
9 MoE FS 8x1.5B Link
10 MoE BTX 8x1.5B Link
11 MoE NU 8x1.5B Link
12 MoE RNU (r=0.5) 8x1.5B Link
13 MoE DU (r=0.5) 8x1.5B Link
14 MoE DU (r=1.0) 8x1.5B Link
Table 2
Model Link
1 Dense 3.7B Link
2 MoE FS 8x3.7B Link
3 MoE DU (r=0.5) 8x3.7B Link
4 Dense 13B Link
5 Dense 3.7B Link
BTX Experts
Model Link
Japanese expert 152M Link
English expert 152M Link
Code expert 152M Link
Japanese expert 1.5B Link
English expert 1.5B Link
Code expert 1.5B Link
How to cite

If you find our work helpful, please feel free to cite.

@inproceedings{
    nakamura2025dropupcycling,
    title={Drop-Upcycling: Training Sparse Mixture of Experts with Partial Re-initialization},
    author={Taishi Nakamura and Takuya Akiba and Kazuki Fujii and Yusuke Oda and Rio Yokota and Jun Suzuki},
    booktitle={The Thirteenth International Conference on Learning Representations},
    year={2025},
    url={https://openreview.net/forum?id=gx1wHnf5Vp}
}

Runs of llm-jp Dense-13B on huggingface.co

119
Total runs
8
24-hour runs
3
3-day runs
-2
7-day runs
32
30-day runs

More Information About Dense-13B huggingface.co Model

More Dense-13B license Visit here:

https://choosealicense.com/licenses/apache-2.0

Dense-13B huggingface.co

Dense-13B huggingface.co is an AI model on huggingface.co that provides Dense-13B's model effect (), which can be used instantly with this llm-jp Dense-13B model. huggingface.co supports a free trial of the Dense-13B model, and also provides paid use of the Dense-13B. Support call Dense-13B model through api, including Node.js, Python, http.

Dense-13B huggingface.co Url

https://huggingface.co/llm-jp/Dense-13B

llm-jp Dense-13B online free

Dense-13B huggingface.co is an online trial and call api platform, which integrates Dense-13B's modeling effects, including api services, and provides a free online trial of Dense-13B, you can try Dense-13B online for free by clicking the link below.

llm-jp Dense-13B online free url in huggingface.co:

https://huggingface.co/llm-jp/Dense-13B

Dense-13B install

Dense-13B is an open source model from GitHub that offers a free installation service, and any user can find Dense-13B on GitHub to install. At the same time, huggingface.co provides the effect of Dense-13B install, users can directly use Dense-13B installed effect in huggingface.co for debugging and trial. It also supports api for free installation.

Dense-13B install url in huggingface.co:

https://huggingface.co/llm-jp/Dense-13B

Url of Dense-13B

Dense-13B huggingface.co Url

Provider of Dense-13B huggingface.co

llm-jp
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