🌟 Introduction

Hi all! My name is Shangjian Yin, an undergraduate student majoring in Computer Science at South China Agricultural University (Sep. 2021 - Jun. 2025). I am currently seeking Fall 2025 CS PhD opportunities! You can find my CV here: CV.

Previously, my research interests focused on spoken language understanding (SLU) and its integration with large language models (LLMs). Currently, I am exploring the following areas:

1. Data-Driven LLMs: Unleashing the power of synthetic data.
2. Small Language Models: Enabling human-level AI for local use.
3. Multimodal LLMs: Integrating multiple modalities into a unified framework.

🧑‍💻 Research Experience

Research Assistant, South China Agricultural University
April 2022 - May 2024
Supervisors: Associate Professors Peijie Huang and Yuhong Xu

Research Intern, The University of Virginia
June 2024 - Present
Supervisor: Assistant Professor Yu Meng

I am deeply grateful for their invaluable support throughout my academic journey!

📝 Publications

1. Shangjian Yin, Peijie Huang, Yuhong Xu.
   “MIDLM: Multi-Intent Detection with Bidirectional Large Language Models”
   The 31st International Conference on Computational Linguistics (COLING’25)

2. Shangjian Yin, Peijie Huang, Yuhong Xu.
   “Uni-MIS: United Multiple Intent Spoken Language Understanding via Multi-View Intent-Slot Interaction”
   The 38th AAAI Conference on Artificial Intelligence (AAAI’24)

3. Shangjian Yin, Peijie Huang, Dongzhu Liang, Zhuoqi He, Qianer Li, Yuhong Xu.
   “A Multi-Intent Fusion Framework for Joint Intent Detection and Slot Filling”
   The 23rd China National Conference on Computational Linguistics (CCL’23)

4. Zhanbiao Zhu, Peijie Huang, Haojing Huang, Yuhong Xu, Piyuan Lin, Leyi Lao, Shaoshen Chen, Haojie Xie, Shangjian Yin.
   “ELSF: Entity-Level Slot Filling Framework for Joint Multiple Intent Detection and Slot Filling”
   IEEE/ACM Transactions on Audio, Speech, and Language Processing (TASLP)

5. Qianer Li, Peijie Huang, Yuhong Xu, Jiawei Chen, Yuyang Deng, Shangjian Yin.
   “Generating and Encouraging: An Effective Framework for Solving Class Imbalance in Multimodal Emotion Recognition Conversation”
   Engineering Applications of Artificial Intelligence (EAAI)

📄 Under Review

1. Shangjian Yin, Zhepei Wei, Xinyu Zhu, Wei-Lin Chen, Yu Meng.
   “Self-Alignment Optimization for Language Models”

2. Shangjian Yin, Peijie Huang, Xinming Chen, Yuhong Xu.
   “Bidirectional Large Language Model for Multi-Task Understanding”

3. Shangjian Yin, Peijie Huang, Yuhong Xu, Haojing Huang, Jiatian Chen.
   “ECLM: Entity-Level Large Language Model for Spoken Language Understanding with Chain of Intent”

4. Zhanbiao Zhu, Peijie Huang, Shangjian Yin, Qianer Li, Yuhong Xu.
   “Joint-Span: Unified Span-Level Joint Model for Multiple Intent Detection and Slot Filling”

5. Dongzhu Liang, Peijie Huang, Jiaying Liu, Shaoshen Chen, Shangjian Yin, Yuhong Xu.
   “SpanAL: Span Anchor Learning Framework for Spoken Language Understanding”

🛠️ Service

Reviewer for:

• NLPCC’24
• EMNLP’24
• COLING’25
• ICLR’25

📧 Contact

Email: sjy8460[at]163[dot]com

Last update: 12/18/2024