Search Results for author: Afra Feyza Akyürek

Found 6 papers, 5 papers with code

On Measuring Social Biases in Prompt-Based Multi-Task Learning

1 code implementation Findings (NAACL) 2022 Afra Feyza Akyürek, Sejin Paik, Muhammed Yusuf Kocyigit, Seda Akbiyik, Şerife Leman Runyun, Derry Wijaya

Large language models trained on a mixture of NLP tasks that are converted into a text-to-text format using prompts, can generalize into novel forms of language and handle novel tasks.

Language Modelling Multi-Task Learning +3

Subspace Regularizers for Few-Shot Class Incremental Learning

1 code implementation ICLR 2022 Afra Feyza Akyürek, Ekin Akyürek, Derry Tanti Wijaya, Jacob Andreas

The key to this approach is a new family of subspace regularization schemes that encourage weight vectors for new classes to lie close to the subspace spanned by the weights of existing classes.

class-incremental learning Image Classification +2

Low-Resource Machine Translation Training Curriculum Fit for Low-Resource Languages

no code implementations24 Mar 2021 Garry Kuwanto, Afra Feyza Akyürek, Isidora Chara Tourni, Siyang Li, Alexander Gregory Jones, Derry Wijaya

We conduct an empirical study of neural machine translation (NMT) for truly low-resource languages, and propose a training curriculum fit for cases when both parallel training data and compute resource are lacking, reflecting the reality of most of the world's languages and the researchers working on these languages.

Cross-Lingual Bitext Mining Language Modelling +3

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