About

I am a first-year CS PhD student at University of Virginia, advised by Prof. Yu Meng. I am fortunate to be supported by UVA Provost's Fellowship and UVA Computer Science Scholar Fellowship.

Previously, I was a research assistant at MiuLab, National Taiwan University, advised by Prof. Yun-Nung (Vivian) Chen. I obtained a MS in Computer Science at National Taiwan University, advised by Prof. Hsin-Hsi Chen and a BS in Computer Science at National Yang Ming Chiao Tung University.

My current research interests broadly lie in AI safety and evaluation in the era of LLMs. I have also worked on denoising retrieval-augmented generation, metigating hallucination in text generation, and eliciting zero-shot capability in LLMs.

News

  • [09/2024] Our survey on persona is accepted at EMNLP 2024 findings! πŸŽ‰ Also checkout our accompanied repo!
  • [08/2024] Check out our new preprint on instructing LLMs for denoising RAG! πŸ™Œ
  • [07/2024] Our Traditional-Mandarian MMLU is accepted at the first COLM! πŸŽ‰
  • [04/2024] I will be starting my PhD journey at University of Virginia, advised by Prof. Yu Meng this fall! πŸš€
  • [10/2023] 3 papers (2 mian, 1 findings) are accepted at EMNLP 2023! πŸŽ‰
  • [06/2023] I graduated from National Taiwan University in June 2023. I am actively seeking full-time Ph.D. positions in 2024 Fall!

Selected Publications

arXiv preprint InstructRAG: Instructing Retrieval-Augmented Generation via Self-Synthesized Rationales
[pdf] [repo]
Zhepei Wei, Wei-Lin Chen, Yu Meng,
EMNLP 2024 Findings Two Tales of Persona in LLMs: A Survey of Role-Playing and Personalization
[pdf] [repo]
Yu-Min Tseng\(^*\), Yu-Chao Huang\(^*\), Teng-Yun Hsiao\(^*\),Wei-Lin Chen\(^*\), Chao-Wei Huang, Yu Meng, Yun-Nung Chen
EMNLP 2023 Fidelity-Enriched Contrastive Search: Reconciling the Faithfulness-Diversity Trade-Off in Text Generation
[pdf] [poster] [slide]
Wei-Lin Chen, Cheng-Kuang Wu, Hsin-Hsi Chen, Chung-Chi Chen
EMNLP 2023 Self-ICL: Zero-Shot In-Context Learning with Self-Generated Demonstrations
[pdf] [poster]
Wei-Lin Chen\(^*\), Cheng-Kuang Wu\(^*\), Yun-Nung Chen, Hsin-Hsi Chen

Travels

  • [11/2024] EMNLP @ Florida πŸ‡ΊπŸ‡Έ
  • [10/2024] COLM @ Philadelphia πŸ‡ΊπŸ‡Έ
  • [12/2023] EMNLP @ Singapore πŸ‡ΈπŸ‡¬
  • [10/2023] CIKM @ Birmingham, UK πŸ‡¬πŸ‡§
  • [07/2023] SIGIR @ Taipei, Taiwan πŸ‡ΉπŸ‡Ό
  • [07/2023] ACL @ Toronto, Canada πŸ‡¨πŸ‡¦
  • [05/2023] ICLR @ Kigali, Rwanda πŸ‡·πŸ‡Ό
  • [10/2022] COLING @ Gyeongju, Korea πŸ‡°πŸ‡·