optimal-sparsity-code-d2048-E64-k4-26.4B-A2.3B

1
26.4B
1 language
license:apache-2.0
by
llm-jp
Language Model
OTHER
26.4B params
New
1 downloads
Early-stage
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Edge AI:
Mobile
Laptop
Server
60GB+ RAM
Mobile
Laptop
Server
Quick Summary

AI model with specialized capabilities.

Device Compatibility

Mobile
4-6GB RAM
Laptop
16GB RAM
Server
GPU
Minimum Recommended
25GB+ RAM

Training Data Analysis

🔵 Good (6.0/10)

Researched training datasets used by optimal-sparsity-code-d2048-E64-k4-26.4B-A2.3B with quality assessment

Specialized For

general
multilingual

Training Datasets (1)

c4
🔵 6/10
general
multilingual
Key Strengths
  • •Scale and Accessibility: 750GB of publicly available, filtered text
  • •Systematic Filtering: Documented heuristics enable reproducibility
  • •Language Diversity: Despite English-only, captures diverse writing styles
Considerations
  • •English-Only: Limits multilingual applications
  • •Filtering Limitations: Offensive content and low-quality text remain despite filtering

Explore our comprehensive training dataset analysis

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Code Examples

How to citebibtex
@inproceedings{
    nakamura2026optimal,
    title={Optimal Sparsity of Mixture-of-Experts Language Models for Reasoning Tasks},
    author={Taishi Nakamura and Satoki Ishikawa and Masaki Kawamura and Takumi Okamoto and Daisuke Nohara and Jun Suzuki and Rio Yokota},
    booktitle={The Fourteenth International Conference on Learning Representations},
    year={2026},
    url={https://openreview.net/forum?id=XFw2EPRUUR}
}

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