الملخص
In multilingual scenarios, queries with equivalent semantics but in different languages could guide the model into different reasoning trajectories, leading to performance disparities. To mitigate this gap, previous studies typically apply a one-size-fits-all query rewriting strategy, such as translation, which overlooks the fact that different scenarios require diverse types of semantic transformations. In this paper, we propose mRewriter-R1, an agentic multilingual query rewriting framework with reinforcement learning. Unlike single-turn rewriting, mRewriter-R1 formulates multilingual query rewriting as a multi-turn sequential decision-making process, where the model dynamically performs multi-aspect optimization through adaptive operator selection. Experimental results demonstrate that mRewriter-R1 outperforms all strong multilingual rewriting baselines on different large reasoning backbones. Further analyses show that the learned policy can adaptively decide on rewriting operators according to query characteristics, exhibiting strong generalization ability across diverse reasoning tasks, and plug-and-play compatibility with heterogeneous reasoning language models.
الكلمات المفتاحية
الموضوع
بيانات النشر
- المجلة
- غير متاح
- وصول مفتوح
- وصول مفتوح أخضر
اقتبس هذه المقالة
APA 7
Qi, R., Chen, Y., Liang, Y., Meng, C., Lu, S., Shi, G., Xu, J., Meng, F., & Huang, K. (2026). Rewrite What Matters: Adaptive Multilingual Query Rewriting for Reasoning via Agentic Reinforcement Learning. https://omanscience.com/ar/articles/rewrite-what-matters-adaptive-multilingual-query-rewriting-for-reasoning-via-agentic-reinforcement-learning
MLA 9
Qi, Rui, et al. "Rewrite What Matters: Adaptive Multilingual Query Rewriting for Reasoning via Agentic Reinforcement Learning." https://omanscience.com/ar/articles/rewrite-what-matters-adaptive-multilingual-query-rewriting-for-reasoning-via-agentic-reinforcement-learning.
شيكاغو (المؤلف–التاريخ)
Qi, Rui, Yufeng Chen, Yunlong Liang, Chuan Meng, Sijin Lu, Ge Shi, Jinan Xu, Fandong Meng, and Kaiyu Huang. 2026. "Rewrite What Matters: Adaptive Multilingual Query Rewriting for Reasoning via Agentic Reinforcement Learning." https://omanscience.com/ar/articles/rewrite-what-matters-adaptive-multilingual-query-rewriting-for-reasoning-via-agentic-reinforcement-learning.
هارفارد
Qi, R., Chen, Y., Liang, Y., Meng, C., Lu, S., Shi, G., Xu, J., Meng, F. and Huang, K. (2026) 'Rewrite What Matters: Adaptive Multilingual Query Rewriting for Reasoning via Agentic Reinforcement Learning', Available at: https://omanscience.com/ar/articles/rewrite-what-matters-adaptive-multilingual-query-rewriting-for-reasoning-via-agentic-reinforcement-learning.
فانكوفر
Qi R, Chen Y, Liang Y, Meng C, Lu S, Shi G, et al. Rewrite What Matters: Adaptive Multilingual Query Rewriting for Reasoning via Agentic Reinforcement Learning. https://omanscience.com/ar/articles/rewrite-what-matters-adaptive-multilingual-query-rewriting-for-reasoning-via-agentic-reinforcement-learning
IEEE
R. Qi, Y. Chen, Y. Liang, C. Meng, S. Lu, G. Shi, J. Xu, F. Meng, and K. Huang, "Rewrite What Matters: Adaptive Multilingual Query Rewriting for Reasoning via Agentic Reinforcement Learning," https://omanscience.com/ar/articles/rewrite-what-matters-adaptive-multilingual-query-rewriting-for-reasoning-via-agentic-reinforcement-learning.