@inproceedings{wang:22,
  title = {Active Learning for Multilingual Fingerspelling Corpora},
  author = {Wang, Shuai and Nalisnick, Eric},
  booktitle = {Adaptive Experimental Design and Active Learning in the Real World},
  year = {2022},
  url = {https://www.signlab-amsterdam.nl/publications/Active_Learning_for_Multilingual_Fingerspelling_Corpora.pdf},
  abstract = {We apply active learning to help with data scarcity problems in sign languages. In particular, we perform a novel analysis of the effect of pre-training. Since many sign languages are linguistic descendants of French sign language, they share hand configurations, which pre-training can hopefully exploit. We test this hypothesis on American, Chinese, German, and Irish fingerspelling corpora. We do observe a benefit from pre-training, but this may be due to visual rather than linguistic similarities.}
}

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