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Hi there πŸ‘‹, I'm Yikun Lei (Ethan)!

I currently work as an Algorithm Engineer at Xiaohongshu Inc. I earned my Bachelor's degree from Northeastern University (2017-2021) and my Master's degree from Tianjin University (2021-2023) in TJUNLP, under the supervision of Prof. Deiyi Xiong.

Research Domain

My research interests are focused on:

  • πŸŒŸβ€ƒMachine Translation, including Document-level Translation, Speech Translation, and Image Translation.
  • πŸŒŸβ€ƒLarge Language Model, with a particular emphasis on Reasoning, Retrieval-Augmented Generation, and LLM-based Agent.

Experiences

  • πŸ§‘β€πŸ’»β€ƒ2023.11 ~ Now : Algorithm Engineer, NLP Team, Sheqv Tech, Xiaohongshu Inc. Focus on developing Complex QA system and LLM-based Agent.
  • πŸ§‘β€πŸ’»β€ƒ2022.09~2023.08: Intern, Machine Translation Team, OPPO Research Institute. Engaged in research on End-to-End Speech Translation and LLM-enhanced Machine Translation.
  • πŸ§‘β€πŸŽ“β€ƒ2021.09~2022.09: Student, TJUNLP Group, Tianjin University. Conducted research in Document-level Machine Translation.

Publications [google scholar]

2024

  • πŸ“„β€ƒHao Wang, Zhengshan Xue, Yikun Lei, Deyi Xiong. End-to-End Speech Translation with Mutual Knowledge Distillation. ICASSP (2024).
  • πŸ“„β€ƒXiaohu Zhao, Haoran Sun, Yikun Lei, Deyi Xiong. Regularizing Cross-Attention Learning for End-to-End Speech Translation with ASR and MT Attention Matrices. Expert Systems with Applications.

2023

  • πŸ“„β€ƒYikun Lei, Zhengshan Xue, Xiaohu Zhao, Haoran Sun, Shaolin Zhu, Xiaodong Lin, Deyi Xiong. CKDST: Comprehensively and Effectively Distill Knowledge from Machine Translation to End-to-End Speech Translation. ACL Findings(2023).
  • πŸ“„β€ƒShaolin Zhu, Shangjie Li, Yikun Lei, Deyi Xiong. PEIT: Bridging the Modality Gap with Pre-trained Models for End-to-End Image Translation. ACL(2023).
  • πŸ“„β€ƒHaoran Sun, Xiaohu Zhao, Yikun Lei, Shaolin Zhu, Deyi Xiong. Towards a Deep Understanding of Multilingual End-to-End Speech Translation. EMNLP Findings(2023).
  • πŸ“„β€ƒXiaohu Zhao, Haoran Sun, Yikun Lei, Shaolin Zhu, Deyi Xiong. CCSRD: Content-Centric Speech Representation Disentanglement Learning for End-to-End Speech Translation. EMNLP Findings(2023).

2022

  • πŸ“„β€ƒYikun Lei, Yuqi Ren, Deyi Xiong. CoDoNMT: Modeling Cohesion Devices for Document-Level Neural Machine Translation. COLING(2022).
  • πŸ“„β€ƒHaoran Sun, Yikun Lei, Deyi Xiong. Multilingual Neural Machine Transliteration with Adaptive Segmentation Schemes. IALP(2022).

Commit Stats

Yikun Lei's Projects

codonmt icon codonmt

This is an implementation of COLING 2022 paper "CoDoNMT: Modeling Cohesion Devices for Document-Level Neural Machine Translation"

fairseq icon fairseq

Facebook AI Research Sequence-to-Sequence Toolkit written in Python.

knn-models icon knn-models

A retrieval augmented sequence modeling toolkit implemented based on Fairseq

unilm icon unilm

Large-scale Self-supervised Pre-training Across Tasks, Languages, and Modalities

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