Publications

Research in artificial intelligence.

My published research is listed below. You can also find me on Google Scholar.

2026

ICIC 2026 Oral

Constraint-Guided Prompting and Semantic-Aware Evaluation for LLM-Based ABSA

Muzhi Li, Tiancheng Xing, Yuheng Wang

ICIC 2026 · Springer LNAI

Constraint-Guided Prompting (CGP) for more reliable structured extraction with large language models, and Sem-F1, a semantic-aware evaluation protocol for Aspect-Based Sentiment Analysis.

Read paper DOI: 10.1007/978-981-92-3435-6_2

BibTeX

@inproceedings{li2026constraint,
  title = {Constraint-Guided Prompting and Semantic-Aware Evaluation for LLM-Based ABSA},
  author = {Li, Muzhi and Xing, Tiancheng and Wang, Yuheng},
  booktitle = {ICIC 2026},
  year = {2026},
  doi = {10.1007/978-981-92-3435-6_2},
  url = {https://link.springer.com/chapter/10.1007/978-981-92-3435-6_2}
}

Course reports and learning notes are collected in Articles.