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Lingling Wu

2 accepted papers

2022

A Simple Hash-Based Early Exiting Approach For Language Understanding and Generation

ACL 2022findings

Early exiting allows instances to exit at different layers according to the estimation of difficulty. Previous works usually adopt heuristic metrics such as the entropy of internal outputs to measure instance difficulty, which suffers from generalization and threshold-tuning. In contrast, learning t…

2022

Towards Efficient NLP: A Standard Evaluation and A Strong Baseline

NAACL 2022long

Supersized pre-trained language models have pushed the accuracy of various natural language processing (NLP) tasks to a new state-of-the-art (SOTA). Rather than pursuing the reachless SOTA accuracy, more and more researchers start paying attention to model efficiency and usability. Different from ac…