no code implementations • 16 Apr 2024 • Kaibo Liu, Yiyang Liu, Zhenpeng Chen, Jie M. Zhang, Yudong Han, Yun Ma, Ge Li, Gang Huang
Conventional automated test generation tools struggle to generate test oracles and tricky bug-revealing test inputs.
no code implementations • 30 Nov 2022 • Yiyang Liu, Chenxin Li, Xiaotong Tu, Xinghao Ding, Yue Huang
Knowledge Distillation (KD) transfers the knowledge from a high-capacity teacher model to promote a smaller student model.
no code implementations • 1 Nov 2022 • Enwei Zhu, Yiyang Liu, Ming Jin, Jinpeng Li
However, existing nested NER models heavily rely on training data annotated with nested entities, while labeling such data is costly.
1 code implementation • 9 Oct 2022 • Enwei Zhu, Yiyang Liu, Jinpeng Li
However, this typically results in significant ineffectiveness for long-span entities, a coupling between the representations of overlapping spans, and ultimately a performance degradation.