Papers by Yung-Hui Li
Expert Calibration Lens for Pruning Mixture of Experts (2026.acl-demo)
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| Challenge: | Expert pruning is a practical deployment technique for Mixture-of-Experts models . but its success depends heavily on the calibration set used for pruning . |
| Approach: | They propose a calibration tool that compares expert activations across datasets to predict calibration perturbations without running expensive pruning procedures. |
| Outcome: | The proposed system compares expert activations across datasets to predict calibration perturbations without running expensive pruning procedures. |
Location-Aware Visual Question Generation with Lightweight Models (2023.emnlp-main)
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Nicholas Suwono, Justin Chen, Tun Hung, Ting-Hao Huang, I-Bin Liao, Yung-Hui Li, Lun-Wei Ku, Shao-Hua Sun
| Challenge: | a novel task aims to generate engaging questions from location-aware information . a lightweight model can be used to generate such questions . |
| Approach: | They propose a task to generate engaging questions from location-aware data . they represent location-based information with surrounding images and a GPS coordinate . |
| Outcome: | The proposed method outperforms baselines regarding human evaluation and evaluation metrics. |