Search Results for author: Derek Tam

Found 6 papers, 3 papers with code

Few-Shot Parameter-Efficient Fine-Tuning is Better and Cheaper than In-Context Learning

1 code implementation11 May 2022 Haokun Liu, Derek Tam, Mohammed Muqeeth, Jay Mohta, Tenghao Huang, Mohit Bansal, Colin Raffel

ICL incurs substantial computational, memory, and storage costs because it involves processing all of the training examples every time a prediction is made.

Few-Shot Text Classification

Prosody-Aware Neural Machine Translation for Dubbing

no code implementations16 Dec 2021 Derek Tam, Surafel M. Lakew, Yogesh Virkar, Prashant Mathur, Marcello Federico

We introduce the task of prosody-aware machine translation which aims at generating translations suitable for dubbing.

Machine Translation Translation

An Empirical Survey of Data Augmentation for Limited Data Learning in NLP

no code implementations14 Jun 2021 Jiaao Chen, Derek Tam, Colin Raffel, Mohit Bansal, Diyi Yang

NLP has achieved great progress in the past decade through the use of neural models and large labeled datasets.

Data Augmentation News Classification

Predicting Institution Hierarchies with Set-based Models

no code implementations AKBC 2020 Derek Tam, Nicholas Monath, Ari Kobren, Andrew McCallum

The hierarchical structure of research organizations plays a pivotal role in science of science research as well as in tools that track the research achievements and output.

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