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Gokmen Oz

2 accepted papers

2024

Towards Equitable Natural Language Understanding Systems for Dialectal Cohorts: Debiasing Training Data

COLING 2024main

Despite being widely spoken, dialectal variants of languages are frequently considered low in resources due to lack of writing standards and orthographic inconsistencies. As a result, training natural language understanding (NLU) systems relies primarily on standard language resources leading to bia…

Cited by 3SourcePDFScholar
2022

Knowledge Distillation Transfer Sets and their Impact on Downstream NLU Tasks

EMNLP 2022industry

Teacher-student knowledge distillation is a popular technique for compressing today’s prevailing large language models into manageable sizes that fit low-latency downstream applications. Both the teacher and the choice of transfer set used for distillation are crucial ingredients in creating a high…

Cited by 5SourcePDFScholar