Jingren Zhou
6 papers in the PaperMetrix corpus
Papers by this author
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Towards Knowledge-Based Personalized Product Description Generation in E-commerce
2019
Quality product descriptions are critical for providing competitive customer experience in an E-commerce platform. An accurate and attractive description not only helps customers make an informed decision but also improves the likelihood of purchase. However, …
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M6-Rec: Generative Pretrained Language Models are Open-Ended Recommender Systems
2022 · arXiv (Cornell University)
Industrial recommender systems have been growing increasingly complex, may involve \emph{diverse domains} such as e-commerce products and user-generated contents, and can comprise \emph{a myriad of tasks} such as retrieval, ranking, explanation generation, and even AI-assisted …
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How Abilities in Large Language Models are Affected by Supervised Fine-tuning Data Composition
2024
Guanting Dong, Hongyi Yuan, Keming Lu, Chengpeng Li, Mingfeng Xue, Dayiheng Liu, Wei Wang, Zheng Yuan, Chang Zhou, Jingren Zhou. Proceedings of the 62nd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long …
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Demystifying deep search: a holistic evaluation with hint-free multi-hop questions and factorised metrics
2025 · arXiv (Cornell University)
RAG (Retrieval-Augmented Generation) systems and web agents are increasingly evaluated on multi-hop deep search tasks, yet current practice suffers from two major limitations. First, most benchmarks leak the reasoning path in the question text, allowing …
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Representation Learning for Attributed Multiplex Heterogeneous Network
2019
Network embedding (or graph embedding) has been widely used in many real-world applications. However, existing methods mainly focus on networks with single-typed nodes/edges and cannot scale well to handle large networks. Many real-world networks consist …