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Kaushik Ram Sadagopan

2 accepted papers

2023

Small Data, Big Impact: Leveraging Minimal Data for Effective Machine Translation

ACL 2023long

For many languages, machine translation progress is hindered by the lack of reliable training data. Models are trained on whatever pre-existing datasets may be available and then augmented with synthetic data, because it is often not economical to pay for the creation of large-scale datasets. But fo…

2022

Know Thy Strengths: Comprehensive Dialogue State Tracking Diagnostics

EMNLP 2022finding

Recent works that revealed the vulnerability of dialogue state tracking (DST) models to distributional shifts have made holistic comparisons on robustness and qualitative analyses increasingly important for understanding their relative performance. We present our findings from standardized and compr…