Papers by Samiha Datta
Development of Automatic Speech Recognition for the Documentation of Cook Islands Māori (2022.lrec-1)
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Rolando Coto-Solano, Sally Akevai Nicholas, Samiha Datta, Victoria Quint, Piripi Wills, Emma Ngakuravaru Powell, Liam Koka’ua, Syed Tanveer, Isaac Feldman
| Challenge: | a new study describes the process of data processing and training of an automatic speech recognition system for Cook Islands Mori . the system is based on statistical and Deep Learning techniques, and is available under a license . |
| Approach: | They describe the process of data processing and training of an automatic speech recognition system for Cook Islands Mori . they transcribed four hours of speech from adults and elderly speakers of the language and prepared two experiments . |
| Outcome: | The proposed system can perform better with low-resource Indigenous languages . the system can be used to accelerate the documentation of Cook Islands Mori . |
EnCBP: A New Benchmark Dataset for Finer-Grained Cultural Background Prediction in English (2022.findings-acl)
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| Challenge: | Existing research on cultural background modeling is coarse-grained and does not examine cultural differences among speakers of the same language. |
| Approach: | They use a news-based cultural background prediction dataset to annotate, validate and benchmark NLP models with cultural background features. |
| Outcome: | The proposed model improves on nine syntactic, semantic, and psycholinguistic tasks while introducing cultural background information does not improve the Go-Emotions task due to text domain conflicts. |