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Jin-Wen Wu

2 accepted papers

2026

The Bridge-Garden Dilemma in LLM Distillation: Why Mixing Hard and Soft Labels Works

ICML 2026poster

Knowledge distillation (KD) transfers knowledge from a large teacher model to a smaller student. In language modeling, the student is trained either on tokens sampled from the teacher (\textbf{hard labels}) or the teacher’s full next-token distribution (\textbf{soft labels}). Despite soft labels app…

Cited by 0SourceScholar
2021

Graph-to-Graph: Towards Accurate and Interpretable Online Handwritten Mathematical Expression Recognition

AAAI 2021technical

Recent handwritten mathematical expression recognition (HMER) approaches treat the problem as an image-to-markup generation task where the handwritten formula is translated into a sequence (e.g. LaTeX). The encoder-decoder framework is widely used to solve this image-to-sequence problem. However, (i…

Cited by 46SourcePDFScholar