Publications

A collection of my research: what I built, what I learned, and what I’m still curious about.

• Feb 2026

  Bias in the Ear of the Listener: Assessing Sensitivity in Audio Language Models Across Linguistic, Demographic, and Positional Variations

  S.L. Wei* , Y. L. Liao* , Y. H. Chang , H. H. Huang , H. H. Chen

  Findings of EACL 2026 *Equal contribution

  Investigates sensitivity biases in audio language models by evaluating how model responses shift across linguistic, demographic, and positional perturbations of the same audio content.

• Mar 2026

  Do Multimodal LLMs Understand Order? Measuring the Fragility of Multimodal Reasoning under Input Order Perturbations

  S.L. Wei , Y. L. Liao , H. H. Huang , H. H. Chen

  LREC 2026

  Evaluates how large vision-language models respond to reordered multiple-choice options and modality inputs, revealing positional bias across MMMU, CVQA, and MMBench and testing strategies for more stable multimodal reasoning.