FuseChat-Llama-3.2-3B-Instruct

47
7
3.0B
llama
by
FuseAI
Other
OTHER
3B params
New
47 downloads
Early-stage
Edge AI:
Mobile
Laptop
Server
7GB+ RAM
Mobile
Laptop
Server
Quick Summary

Datasets: FuseAI/FuseChat-3.

Device Compatibility

Mobile
4-6GB RAM
Laptop
16GB RAM
Server
GPU
Minimum Recommended
3GB+ RAM

Training Data Analysis

🔵 Good (6.0/10)

Researched training datasets used by FuseChat-Llama-3.2-3B-Instruct 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

View All Datasets

Code Examples

Citationtext
@inproceedings{yang2025weightedreward,
  title={Weighted-Reward Preference Optimization for Implicit Model Fusion},
  author={Ziyi Yang and Fanqi Wan and Longguang Zhong and Tianyuan Shi and Xiaojun Quan},
  booktitle={The Thirteenth International Conference on Learning Representations},
  year={2025},
  url={https://openreview.net/forum?id=fq24pEb8SL}
}
Citationtext
@inproceedings{yang2025weightedreward,
  title={Weighted-Reward Preference Optimization for Implicit Model Fusion},
  author={Ziyi Yang and Fanqi Wan and Longguang Zhong and Tianyuan Shi and Xiaojun Quan},
  booktitle={The Thirteenth International Conference on Learning Representations},
  year={2025},
  url={https://openreview.net/forum?id=fq24pEb8SL}
}
Citationtext
@inproceedings{yang2025weightedreward,
  title={Weighted-Reward Preference Optimization for Implicit Model Fusion},
  author={Ziyi Yang and Fanqi Wan and Longguang Zhong and Tianyuan Shi and Xiaojun Quan},
  booktitle={The Thirteenth International Conference on Learning Representations},
  year={2025},
  url={https://openreview.net/forum?id=fq24pEb8SL}
}
Citationtext
@inproceedings{yang2025weightedreward,
  title={Weighted-Reward Preference Optimization for Implicit Model Fusion},
  author={Ziyi Yang and Fanqi Wan and Longguang Zhong and Tianyuan Shi and Xiaojun Quan},
  booktitle={The Thirteenth International Conference on Learning Representations},
  year={2025},
  url={https://openreview.net/forum?id=fq24pEb8SL}
}
Citationtext
@inproceedings{yang2025weightedreward,
  title={Weighted-Reward Preference Optimization for Implicit Model Fusion},
  author={Ziyi Yang and Fanqi Wan and Longguang Zhong and Tianyuan Shi and Xiaojun Quan},
  booktitle={The Thirteenth International Conference on Learning Representations},
  year={2025},
  url={https://openreview.net/forum?id=fq24pEb8SL}
}
Citationtext
@inproceedings{yang2025weightedreward,
  title={Weighted-Reward Preference Optimization for Implicit Model Fusion},
  author={Ziyi Yang and Fanqi Wan and Longguang Zhong and Tianyuan Shi and Xiaojun Quan},
  booktitle={The Thirteenth International Conference on Learning Representations},
  year={2025},
  url={https://openreview.net/forum?id=fq24pEb8SL}
}
Citationtext
@inproceedings{yang2025weightedreward,
  title={Weighted-Reward Preference Optimization for Implicit Model Fusion},
  author={Ziyi Yang and Fanqi Wan and Longguang Zhong and Tianyuan Shi and Xiaojun Quan},
  booktitle={The Thirteenth International Conference on Learning Representations},
  year={2025},
  url={https://openreview.net/forum?id=fq24pEb8SL}
}
Citationtext
@inproceedings{yang2025weightedreward,
  title={Weighted-Reward Preference Optimization for Implicit Model Fusion},
  author={Ziyi Yang and Fanqi Wan and Longguang Zhong and Tianyuan Shi and Xiaojun Quan},
  booktitle={The Thirteenth International Conference on Learning Representations},
  year={2025},
  url={https://openreview.net/forum?id=fq24pEb8SL}
}
Citationtext
@inproceedings{yang2025weightedreward,
  title={Weighted-Reward Preference Optimization for Implicit Model Fusion},
  author={Ziyi Yang and Fanqi Wan and Longguang Zhong and Tianyuan Shi and Xiaojun Quan},
  booktitle={The Thirteenth International Conference on Learning Representations},
  year={2025},
  url={https://openreview.net/forum?id=fq24pEb8SL}
}
Citationtext
@inproceedings{yang2025weightedreward,
  title={Weighted-Reward Preference Optimization for Implicit Model Fusion},
  author={Ziyi Yang and Fanqi Wan and Longguang Zhong and Tianyuan Shi and Xiaojun Quan},
  booktitle={The Thirteenth International Conference on Learning Representations},
  year={2025},
  url={https://openreview.net/forum?id=fq24pEb8SL}
}
Citationtext
@inproceedings{yang2025weightedreward,
  title={Weighted-Reward Preference Optimization for Implicit Model Fusion},
  author={Ziyi Yang and Fanqi Wan and Longguang Zhong and Tianyuan Shi and Xiaojun Quan},
  booktitle={The Thirteenth International Conference on Learning Representations},
  year={2025},
  url={https://openreview.net/forum?id=fq24pEb8SL}
}
Citationtext
@inproceedings{yang2025weightedreward,
  title={Weighted-Reward Preference Optimization for Implicit Model Fusion},
  author={Ziyi Yang and Fanqi Wan and Longguang Zhong and Tianyuan Shi and Xiaojun Quan},
  booktitle={The Thirteenth International Conference on Learning Representations},
  year={2025},
  url={https://openreview.net/forum?id=fq24pEb8SL}
}
Citationtext
@inproceedings{yang2025weightedreward,
  title={Weighted-Reward Preference Optimization for Implicit Model Fusion},
  author={Ziyi Yang and Fanqi Wan and Longguang Zhong and Tianyuan Shi and Xiaojun Quan},
  booktitle={The Thirteenth International Conference on Learning Representations},
  year={2025},
  url={https://openreview.net/forum?id=fq24pEb8SL}
}
Citationtext
@inproceedings{yang2025weightedreward,
  title={Weighted-Reward Preference Optimization for Implicit Model Fusion},
  author={Ziyi Yang and Fanqi Wan and Longguang Zhong and Tianyuan Shi and Xiaojun Quan},
  booktitle={The Thirteenth International Conference on Learning Representations},
  year={2025},
  url={https://openreview.net/forum?id=fq24pEb8SL}
}
Citationtext
@inproceedings{yang2025weightedreward,
  title={Weighted-Reward Preference Optimization for Implicit Model Fusion},
  author={Ziyi Yang and Fanqi Wan and Longguang Zhong and Tianyuan Shi and Xiaojun Quan},
  booktitle={The Thirteenth International Conference on Learning Representations},
  year={2025},
  url={https://openreview.net/forum?id=fq24pEb8SL}
}
Citationtext
@inproceedings{yang2025weightedreward,
  title={Weighted-Reward Preference Optimization for Implicit Model Fusion},
  author={Ziyi Yang and Fanqi Wan and Longguang Zhong and Tianyuan Shi and Xiaojun Quan},
  booktitle={The Thirteenth International Conference on Learning Representations},
  year={2025},
  url={https://openreview.net/forum?id=fq24pEb8SL}
}
Citationtext
@inproceedings{yang2025weightedreward,
  title={Weighted-Reward Preference Optimization for Implicit Model Fusion},
  author={Ziyi Yang and Fanqi Wan and Longguang Zhong and Tianyuan Shi and Xiaojun Quan},
  booktitle={The Thirteenth International Conference on Learning Representations},
  year={2025},
  url={https://openreview.net/forum?id=fq24pEb8SL}
}
Citationtext
@inproceedings{yang2025weightedreward,
  title={Weighted-Reward Preference Optimization for Implicit Model Fusion},
  author={Ziyi Yang and Fanqi Wan and Longguang Zhong and Tianyuan Shi and Xiaojun Quan},
  booktitle={The Thirteenth International Conference on Learning Representations},
  year={2025},
  url={https://openreview.net/forum?id=fq24pEb8SL}
}
Citationtext
@inproceedings{yang2025weightedreward,
  title={Weighted-Reward Preference Optimization for Implicit Model Fusion},
  author={Ziyi Yang and Fanqi Wan and Longguang Zhong and Tianyuan Shi and Xiaojun Quan},
  booktitle={The Thirteenth International Conference on Learning Representations},
  year={2025},
  url={https://openreview.net/forum?id=fq24pEb8SL}
}
Citationtext
@inproceedings{yang2025weightedreward,
  title={Weighted-Reward Preference Optimization for Implicit Model Fusion},
  author={Ziyi Yang and Fanqi Wan and Longguang Zhong and Tianyuan Shi and Xiaojun Quan},
  booktitle={The Thirteenth International Conference on Learning Representations},
  year={2025},
  url={https://openreview.net/forum?id=fq24pEb8SL}
}
Citationtext
@inproceedings{yang2025weightedreward,
  title={Weighted-Reward Preference Optimization for Implicit Model Fusion},
  author={Ziyi Yang and Fanqi Wan and Longguang Zhong and Tianyuan Shi and Xiaojun Quan},
  booktitle={The Thirteenth International Conference on Learning Representations},
  year={2025},
  url={https://openreview.net/forum?id=fq24pEb8SL}
}
Citationtext
@inproceedings{yang2025weightedreward,
  title={Weighted-Reward Preference Optimization for Implicit Model Fusion},
  author={Ziyi Yang and Fanqi Wan and Longguang Zhong and Tianyuan Shi and Xiaojun Quan},
  booktitle={The Thirteenth International Conference on Learning Representations},
  year={2025},
  url={https://openreview.net/forum?id=fq24pEb8SL}
}
Citationtext
@inproceedings{yang2025weightedreward,
  title={Weighted-Reward Preference Optimization for Implicit Model Fusion},
  author={Ziyi Yang and Fanqi Wan and Longguang Zhong and Tianyuan Shi and Xiaojun Quan},
  booktitle={The Thirteenth International Conference on Learning Representations},
  year={2025},
  url={https://openreview.net/forum?id=fq24pEb8SL}
}
Citationtext
@inproceedings{yang2025weightedreward,
  title={Weighted-Reward Preference Optimization for Implicit Model Fusion},
  author={Ziyi Yang and Fanqi Wan and Longguang Zhong and Tianyuan Shi and Xiaojun Quan},
  booktitle={The Thirteenth International Conference on Learning Representations},
  year={2025},
  url={https://openreview.net/forum?id=fq24pEb8SL}
}
Citationtext
@inproceedings{yang2025weightedreward,
  title={Weighted-Reward Preference Optimization for Implicit Model Fusion},
  author={Ziyi Yang and Fanqi Wan and Longguang Zhong and Tianyuan Shi and Xiaojun Quan},
  booktitle={The Thirteenth International Conference on Learning Representations},
  year={2025},
  url={https://openreview.net/forum?id=fq24pEb8SL}
}
Citationtext
@inproceedings{yang2025weightedreward,
  title={Weighted-Reward Preference Optimization for Implicit Model Fusion},
  author={Ziyi Yang and Fanqi Wan and Longguang Zhong and Tianyuan Shi and Xiaojun Quan},
  booktitle={The Thirteenth International Conference on Learning Representations},
  year={2025},
  url={https://openreview.net/forum?id=fq24pEb8SL}
}
Citationtext
@inproceedings{yang2025weightedreward,
  title={Weighted-Reward Preference Optimization for Implicit Model Fusion},
  author={Ziyi Yang and Fanqi Wan and Longguang Zhong and Tianyuan Shi and Xiaojun Quan},
  booktitle={The Thirteenth International Conference on Learning Representations},
  year={2025},
  url={https://openreview.net/forum?id=fq24pEb8SL}
}
Citationtext
@inproceedings{yang2025weightedreward,
  title={Weighted-Reward Preference Optimization for Implicit Model Fusion},
  author={Ziyi Yang and Fanqi Wan and Longguang Zhong and Tianyuan Shi and Xiaojun Quan},
  booktitle={The Thirteenth International Conference on Learning Representations},
  year={2025},
  url={https://openreview.net/forum?id=fq24pEb8SL}
}
Citationtext
@inproceedings{yang2025weightedreward,
  title={Weighted-Reward Preference Optimization for Implicit Model Fusion},
  author={Ziyi Yang and Fanqi Wan and Longguang Zhong and Tianyuan Shi and Xiaojun Quan},
  booktitle={The Thirteenth International Conference on Learning Representations},
  year={2025},
  url={https://openreview.net/forum?id=fq24pEb8SL}
}
Citationtext
@inproceedings{yang2025weightedreward,
  title={Weighted-Reward Preference Optimization for Implicit Model Fusion},
  author={Ziyi Yang and Fanqi Wan and Longguang Zhong and Tianyuan Shi and Xiaojun Quan},
  booktitle={The Thirteenth International Conference on Learning Representations},
  year={2025},
  url={https://openreview.net/forum?id=fq24pEb8SL}
}
Citationtext
@inproceedings{yang2025weightedreward,
  title={Weighted-Reward Preference Optimization for Implicit Model Fusion},
  author={Ziyi Yang and Fanqi Wan and Longguang Zhong and Tianyuan Shi and Xiaojun Quan},
  booktitle={The Thirteenth International Conference on Learning Representations},
  year={2025},
  url={https://openreview.net/forum?id=fq24pEb8SL}
}
Citationtext
@inproceedings{yang2025weightedreward,
  title={Weighted-Reward Preference Optimization for Implicit Model Fusion},
  author={Ziyi Yang and Fanqi Wan and Longguang Zhong and Tianyuan Shi and Xiaojun Quan},
  booktitle={The Thirteenth International Conference on Learning Representations},
  year={2025},
  url={https://openreview.net/forum?id=fq24pEb8SL}
}
Citationtext
@inproceedings{yang2025weightedreward,
  title={Weighted-Reward Preference Optimization for Implicit Model Fusion},
  author={Ziyi Yang and Fanqi Wan and Longguang Zhong and Tianyuan Shi and Xiaojun Quan},
  booktitle={The Thirteenth International Conference on Learning Representations},
  year={2025},
  url={https://openreview.net/forum?id=fq24pEb8SL}
}
Citationtext
@inproceedings{yang2025weightedreward,
  title={Weighted-Reward Preference Optimization for Implicit Model Fusion},
  author={Ziyi Yang and Fanqi Wan and Longguang Zhong and Tianyuan Shi and Xiaojun Quan},
  booktitle={The Thirteenth International Conference on Learning Representations},
  year={2025},
  url={https://openreview.net/forum?id=fq24pEb8SL}
}
Citationtext
@inproceedings{yang2025weightedreward,
  title={Weighted-Reward Preference Optimization for Implicit Model Fusion},
  author={Ziyi Yang and Fanqi Wan and Longguang Zhong and Tianyuan Shi and Xiaojun Quan},
  booktitle={The Thirteenth International Conference on Learning Representations},
  year={2025},
  url={https://openreview.net/forum?id=fq24pEb8SL}
}
Citationtext
@inproceedings{yang2025weightedreward,
  title={Weighted-Reward Preference Optimization for Implicit Model Fusion},
  author={Ziyi Yang and Fanqi Wan and Longguang Zhong and Tianyuan Shi and Xiaojun Quan},
  booktitle={The Thirteenth International Conference on Learning Representations},
  year={2025},
  url={https://openreview.net/forum?id=fq24pEb8SL}
}
Citationtext
@inproceedings{yang2025weightedreward,
  title={Weighted-Reward Preference Optimization for Implicit Model Fusion},
  author={Ziyi Yang and Fanqi Wan and Longguang Zhong and Tianyuan Shi and Xiaojun Quan},
  booktitle={The Thirteenth International Conference on Learning Representations},
  year={2025},
  url={https://openreview.net/forum?id=fq24pEb8SL}
}
Citationtext
@inproceedings{yang2025weightedreward,
  title={Weighted-Reward Preference Optimization for Implicit Model Fusion},
  author={Ziyi Yang and Fanqi Wan and Longguang Zhong and Tianyuan Shi and Xiaojun Quan},
  booktitle={The Thirteenth International Conference on Learning Representations},
  year={2025},
  url={https://openreview.net/forum?id=fq24pEb8SL}
}
Citationtext
@inproceedings{yang2025weightedreward,
  title={Weighted-Reward Preference Optimization for Implicit Model Fusion},
  author={Ziyi Yang and Fanqi Wan and Longguang Zhong and Tianyuan Shi and Xiaojun Quan},
  booktitle={The Thirteenth International Conference on Learning Representations},
  year={2025},
  url={https://openreview.net/forum?id=fq24pEb8SL}
}
Citationtext
@inproceedings{yang2025weightedreward,
  title={Weighted-Reward Preference Optimization for Implicit Model Fusion},
  author={Ziyi Yang and Fanqi Wan and Longguang Zhong and Tianyuan Shi and Xiaojun Quan},
  booktitle={The Thirteenth International Conference on Learning Representations},
  year={2025},
  url={https://openreview.net/forum?id=fq24pEb8SL}
}
Citationtext
@inproceedings{yang2025weightedreward,
  title={Weighted-Reward Preference Optimization for Implicit Model Fusion},
  author={Ziyi Yang and Fanqi Wan and Longguang Zhong and Tianyuan Shi and Xiaojun Quan},
  booktitle={The Thirteenth International Conference on Learning Representations},
  year={2025},
  url={https://openreview.net/forum?id=fq24pEb8SL}
}
Citationtext
@inproceedings{yang2025weightedreward,
  title={Weighted-Reward Preference Optimization for Implicit Model Fusion},
  author={Ziyi Yang and Fanqi Wan and Longguang Zhong and Tianyuan Shi and Xiaojun Quan},
  booktitle={The Thirteenth International Conference on Learning Representations},
  year={2025},
  url={https://openreview.net/forum?id=fq24pEb8SL}
}
Citationtext
@inproceedings{yang2025weightedreward,
  title={Weighted-Reward Preference Optimization for Implicit Model Fusion},
  author={Ziyi Yang and Fanqi Wan and Longguang Zhong and Tianyuan Shi and Xiaojun Quan},
  booktitle={The Thirteenth International Conference on Learning Representations},
  year={2025},
  url={https://openreview.net/forum?id=fq24pEb8SL}
}
Citationtext
@inproceedings{yang2025weightedreward,
  title={Weighted-Reward Preference Optimization for Implicit Model Fusion},
  author={Ziyi Yang and Fanqi Wan and Longguang Zhong and Tianyuan Shi and Xiaojun Quan},
  booktitle={The Thirteenth International Conference on Learning Representations},
  year={2025},
  url={https://openreview.net/forum?id=fq24pEb8SL}
}
Citationtext
@inproceedings{yang2025weightedreward,
  title={Weighted-Reward Preference Optimization for Implicit Model Fusion},
  author={Ziyi Yang and Fanqi Wan and Longguang Zhong and Tianyuan Shi and Xiaojun Quan},
  booktitle={The Thirteenth International Conference on Learning Representations},
  year={2025},
  url={https://openreview.net/forum?id=fq24pEb8SL}
}
Citationtext
@inproceedings{yang2025weightedreward,
  title={Weighted-Reward Preference Optimization for Implicit Model Fusion},
  author={Ziyi Yang and Fanqi Wan and Longguang Zhong and Tianyuan Shi and Xiaojun Quan},
  booktitle={The Thirteenth International Conference on Learning Representations},
  year={2025},
  url={https://openreview.net/forum?id=fq24pEb8SL}
}
Citationtext
@inproceedings{yang2025weightedreward,
  title={Weighted-Reward Preference Optimization for Implicit Model Fusion},
  author={Ziyi Yang and Fanqi Wan and Longguang Zhong and Tianyuan Shi and Xiaojun Quan},
  booktitle={The Thirteenth International Conference on Learning Representations},
  year={2025},
  url={https://openreview.net/forum?id=fq24pEb8SL}
}
Citationtext
@inproceedings{yang2025weightedreward,
  title={Weighted-Reward Preference Optimization for Implicit Model Fusion},
  author={Ziyi Yang and Fanqi Wan and Longguang Zhong and Tianyuan Shi and Xiaojun Quan},
  booktitle={The Thirteenth International Conference on Learning Representations},
  year={2025},
  url={https://openreview.net/forum?id=fq24pEb8SL}
}
Citationtext
@inproceedings{yang2025weightedreward,
  title={Weighted-Reward Preference Optimization for Implicit Model Fusion},
  author={Ziyi Yang and Fanqi Wan and Longguang Zhong and Tianyuan Shi and Xiaojun Quan},
  booktitle={The Thirteenth International Conference on Learning Representations},
  year={2025},
  url={https://openreview.net/forum?id=fq24pEb8SL}
}
Citationtext
@inproceedings{yang2025weightedreward,
  title={Weighted-Reward Preference Optimization for Implicit Model Fusion},
  author={Ziyi Yang and Fanqi Wan and Longguang Zhong and Tianyuan Shi and Xiaojun Quan},
  booktitle={The Thirteenth International Conference on Learning Representations},
  year={2025},
  url={https://openreview.net/forum?id=fq24pEb8SL}
}
Citationtext
@inproceedings{yang2025weightedreward,
  title={Weighted-Reward Preference Optimization for Implicit Model Fusion},
  author={Ziyi Yang and Fanqi Wan and Longguang Zhong and Tianyuan Shi and Xiaojun Quan},
  booktitle={The Thirteenth International Conference on Learning Representations},
  year={2025},
  url={https://openreview.net/forum?id=fq24pEb8SL}
}
Citationtext
@inproceedings{yang2025weightedreward,
  title={Weighted-Reward Preference Optimization for Implicit Model Fusion},
  author={Ziyi Yang and Fanqi Wan and Longguang Zhong and Tianyuan Shi and Xiaojun Quan},
  booktitle={The Thirteenth International Conference on Learning Representations},
  year={2025},
  url={https://openreview.net/forum?id=fq24pEb8SL}
}
Citationtext
@inproceedings{yang2025weightedreward,
  title={Weighted-Reward Preference Optimization for Implicit Model Fusion},
  author={Ziyi Yang and Fanqi Wan and Longguang Zhong and Tianyuan Shi and Xiaojun Quan},
  booktitle={The Thirteenth International Conference on Learning Representations},
  year={2025},
  url={https://openreview.net/forum?id=fq24pEb8SL}
}
Citationtext
@inproceedings{yang2025weightedreward,
  title={Weighted-Reward Preference Optimization for Implicit Model Fusion},
  author={Ziyi Yang and Fanqi Wan and Longguang Zhong and Tianyuan Shi and Xiaojun Quan},
  booktitle={The Thirteenth International Conference on Learning Representations},
  year={2025},
  url={https://openreview.net/forum?id=fq24pEb8SL}
}
Citationtext
@inproceedings{yang2025weightedreward,
  title={Weighted-Reward Preference Optimization for Implicit Model Fusion},
  author={Ziyi Yang and Fanqi Wan and Longguang Zhong and Tianyuan Shi and Xiaojun Quan},
  booktitle={The Thirteenth International Conference on Learning Representations},
  year={2025},
  url={https://openreview.net/forum?id=fq24pEb8SL}
}
Citationtext
@inproceedings{yang2025weightedreward,
  title={Weighted-Reward Preference Optimization for Implicit Model Fusion},
  author={Ziyi Yang and Fanqi Wan and Longguang Zhong and Tianyuan Shi and Xiaojun Quan},
  booktitle={The Thirteenth International Conference on Learning Representations},
  year={2025},
  url={https://openreview.net/forum?id=fq24pEb8SL}
}
Citationtext
@inproceedings{yang2025weightedreward,
  title={Weighted-Reward Preference Optimization for Implicit Model Fusion},
  author={Ziyi Yang and Fanqi Wan and Longguang Zhong and Tianyuan Shi and Xiaojun Quan},
  booktitle={The Thirteenth International Conference on Learning Representations},
  year={2025},
  url={https://openreview.net/forum?id=fq24pEb8SL}
}
Citationtext
@inproceedings{yang2025weightedreward,
  title={Weighted-Reward Preference Optimization for Implicit Model Fusion},
  author={Ziyi Yang and Fanqi Wan and Longguang Zhong and Tianyuan Shi and Xiaojun Quan},
  booktitle={The Thirteenth International Conference on Learning Representations},
  year={2025},
  url={https://openreview.net/forum?id=fq24pEb8SL}
}
Citationtext
@inproceedings{yang2025weightedreward,
  title={Weighted-Reward Preference Optimization for Implicit Model Fusion},
  author={Ziyi Yang and Fanqi Wan and Longguang Zhong and Tianyuan Shi and Xiaojun Quan},
  booktitle={The Thirteenth International Conference on Learning Representations},
  year={2025},
  url={https://openreview.net/forum?id=fq24pEb8SL}
}
Citationtext
@inproceedings{yang2025weightedreward,
  title={Weighted-Reward Preference Optimization for Implicit Model Fusion},
  author={Ziyi Yang and Fanqi Wan and Longguang Zhong and Tianyuan Shi and Xiaojun Quan},
  booktitle={The Thirteenth International Conference on Learning Representations},
  year={2025},
  url={https://openreview.net/forum?id=fq24pEb8SL}
}
Citationtext
@inproceedings{yang2025weightedreward,
  title={Weighted-Reward Preference Optimization for Implicit Model Fusion},
  author={Ziyi Yang and Fanqi Wan and Longguang Zhong and Tianyuan Shi and Xiaojun Quan},
  booktitle={The Thirteenth International Conference on Learning Representations},
  year={2025},
  url={https://openreview.net/forum?id=fq24pEb8SL}
}
Citationtext
@inproceedings{yang2025weightedreward,
  title={Weighted-Reward Preference Optimization for Implicit Model Fusion},
  author={Ziyi Yang and Fanqi Wan and Longguang Zhong and Tianyuan Shi and Xiaojun Quan},
  booktitle={The Thirteenth International Conference on Learning Representations},
  year={2025},
  url={https://openreview.net/forum?id=fq24pEb8SL}
}
Citationtext
@inproceedings{yang2025weightedreward,
  title={Weighted-Reward Preference Optimization for Implicit Model Fusion},
  author={Ziyi Yang and Fanqi Wan and Longguang Zhong and Tianyuan Shi and Xiaojun Quan},
  booktitle={The Thirteenth International Conference on Learning Representations},
  year={2025},
  url={https://openreview.net/forum?id=fq24pEb8SL}
}
Citationtext
@inproceedings{yang2025weightedreward,
  title={Weighted-Reward Preference Optimization for Implicit Model Fusion},
  author={Ziyi Yang and Fanqi Wan and Longguang Zhong and Tianyuan Shi and Xiaojun Quan},
  booktitle={The Thirteenth International Conference on Learning Representations},
  year={2025},
  url={https://openreview.net/forum?id=fq24pEb8SL}
}
Citationtext
@inproceedings{yang2025weightedreward,
  title={Weighted-Reward Preference Optimization for Implicit Model Fusion},
  author={Ziyi Yang and Fanqi Wan and Longguang Zhong and Tianyuan Shi and Xiaojun Quan},
  booktitle={The Thirteenth International Conference on Learning Representations},
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Citationtext
@inproceedings{yang2025weightedreward,
  title={Weighted-Reward Preference Optimization for Implicit Model Fusion},
  author={Ziyi Yang and Fanqi Wan and Longguang Zhong and Tianyuan Shi and Xiaojun Quan},
  booktitle={The Thirteenth International Conference on Learning Representations},
  year={2025},
  url={https://openreview.net/forum?id=fq24pEb8SL}
}
Citationtext
@inproceedings{yang2025weightedreward,
  title={Weighted-Reward Preference Optimization for Implicit Model Fusion},
  author={Ziyi Yang and Fanqi Wan and Longguang Zhong and Tianyuan Shi and Xiaojun Quan},
  booktitle={The Thirteenth International Conference on Learning Representations},
  year={2025},
  url={https://openreview.net/forum?id=fq24pEb8SL}
}
Citationtext
@inproceedings{yang2025weightedreward,
  title={Weighted-Reward Preference Optimization for Implicit Model Fusion},
  author={Ziyi Yang and Fanqi Wan and Longguang Zhong and Tianyuan Shi and Xiaojun Quan},
  booktitle={The Thirteenth International Conference on Learning Representations},
  year={2025},
  url={https://openreview.net/forum?id=fq24pEb8SL}
}
Citationtext
@inproceedings{yang2025weightedreward,
  title={Weighted-Reward Preference Optimization for Implicit Model Fusion},
  author={Ziyi Yang and Fanqi Wan and Longguang Zhong and Tianyuan Shi and Xiaojun Quan},
  booktitle={The Thirteenth International Conference on Learning Representations},
  year={2025},
  url={https://openreview.net/forum?id=fq24pEb8SL}
}
Citationtext
@inproceedings{yang2025weightedreward,
  title={Weighted-Reward Preference Optimization for Implicit Model Fusion},
  author={Ziyi Yang and Fanqi Wan and Longguang Zhong and Tianyuan Shi and Xiaojun Quan},
  booktitle={The Thirteenth International Conference on Learning Representations},
  year={2025},
  url={https://openreview.net/forum?id=fq24pEb8SL}
}
Citationtext
@inproceedings{yang2025weightedreward,
  title={Weighted-Reward Preference Optimization for Implicit Model Fusion},
  author={Ziyi Yang and Fanqi Wan and Longguang Zhong and Tianyuan Shi and Xiaojun Quan},
  booktitle={The Thirteenth International Conference on Learning Representations},
  year={2025},
  url={https://openreview.net/forum?id=fq24pEb8SL}
}
Citationtext
@inproceedings{yang2025weightedreward,
  title={Weighted-Reward Preference Optimization for Implicit Model Fusion},
  author={Ziyi Yang and Fanqi Wan and Longguang Zhong and Tianyuan Shi and Xiaojun Quan},
  booktitle={The Thirteenth International Conference on Learning Representations},
  year={2025},
  url={https://openreview.net/forum?id=fq24pEb8SL}
}
Citationtext
@inproceedings{yang2025weightedreward,
  title={Weighted-Reward Preference Optimization for Implicit Model Fusion},
  author={Ziyi Yang and Fanqi Wan and Longguang Zhong and Tianyuan Shi and Xiaojun Quan},
  booktitle={The Thirteenth International Conference on Learning Representations},
  year={2025},
  url={https://openreview.net/forum?id=fq24pEb8SL}
}
Citationtext
@inproceedings{yang2025weightedreward,
  title={Weighted-Reward Preference Optimization for Implicit Model Fusion},
  author={Ziyi Yang and Fanqi Wan and Longguang Zhong and Tianyuan Shi and Xiaojun Quan},
  booktitle={The Thirteenth International Conference on Learning Representations},
  year={2025},
  url={https://openreview.net/forum?id=fq24pEb8SL}
}
Citationtext
@inproceedings{yang2025weightedreward,
  title={Weighted-Reward Preference Optimization for Implicit Model Fusion},
  author={Ziyi Yang and Fanqi Wan and Longguang Zhong and Tianyuan Shi and Xiaojun Quan},
  booktitle={The Thirteenth International Conference on Learning Representations},
  year={2025},
  url={https://openreview.net/forum?id=fq24pEb8SL}
}
Citationtext
@inproceedings{yang2025weightedreward,
  title={Weighted-Reward Preference Optimization for Implicit Model Fusion},
  author={Ziyi Yang and Fanqi Wan and Longguang Zhong and Tianyuan Shi and Xiaojun Quan},
  booktitle={The Thirteenth International Conference on Learning Representations},
  year={2025},
  url={https://openreview.net/forum?id=fq24pEb8SL}
}
Citationtext
@inproceedings{yang2025weightedreward,
  title={Weighted-Reward Preference Optimization for Implicit Model Fusion},
  author={Ziyi Yang and Fanqi Wan and Longguang Zhong and Tianyuan Shi and Xiaojun Quan},
  booktitle={The Thirteenth International Conference on Learning Representations},
  year={2025},
  url={https://openreview.net/forum?id=fq24pEb8SL}
}
Citationtext
@inproceedings{yang2025weightedreward,
  title={Weighted-Reward Preference Optimization for Implicit Model Fusion},
  author={Ziyi Yang and Fanqi Wan and Longguang Zhong and Tianyuan Shi and Xiaojun Quan},
  booktitle={The Thirteenth International Conference on Learning Representations},
  year={2025},
  url={https://openreview.net/forum?id=fq24pEb8SL}
}
Citationtext
@inproceedings{yang2025weightedreward,
  title={Weighted-Reward Preference Optimization for Implicit Model Fusion},
  author={Ziyi Yang and Fanqi Wan and Longguang Zhong and Tianyuan Shi and Xiaojun Quan},
  booktitle={The Thirteenth International Conference on Learning Representations},
  year={2025},
  url={https://openreview.net/forum?id=fq24pEb8SL}
}

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