2 papers
cs.CL2026
Beyond Semantic Accuracy: Consequence-Aware Evaluation for Safety-Critical Language Understanding
Yujing Chang, Thinh Pham, Van-Phat Thai +4
Can language models be trusted in safety- critical operations? In such settings, strong per- formance on semantic metrics does not guaran- tee operational reliability: a misread al…
cs.SD2026
Contrastive Regularization for Accent-Robust ASR
Van-Phat Thai, Aradhya Dhruv, Duc-Thinh Pham +1
ASR systems based on self-supervised acoustic pretraining and CTC fine-tuning achieve strong performance on native speech but remain sensitive to accent variability. We investigate…