SignBank+: Preparing a Multilingual Sign Language Dataset for Machine Translation Using Large Language Models
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arXiv
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| Format: | Preprint |
| Published: |
2023
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| _version_ | 1866929283667066880 |
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| author | Moryossef, Amit Jiang, Zifan |
| author_facet | Moryossef, Amit Jiang, Zifan |
| contents | We introduce SignBank+, a clean version of the SignBank dataset, optimized for machine translation between spoken language text and SignWriting, a phonetic sign language writing system. In addition to previous work that employs complex factorization techniques to enable translation between text and SignWriting, we show that a traditional text-to-text translation approach performs equally effectively on the cleaned SignBank+ dataset. Our evaluation results indicate that models trained on SignBank+ surpass those on the original dataset, establishing a new benchmark for SignWriting-based sign language translation and providing an open resource for future research. |
| format | Preprint |
| id |
arxiv_https___arxiv_org_abs_2309_11566 |
| institution | arXiv |
| publishDate | 2023 |
| record_format | arxiv |
| spellingShingle | SignBank+: Preparing a Multilingual Sign Language Dataset for Machine Translation Using Large Language Models Moryossef, Amit Jiang, Zifan Computation and Language We introduce SignBank+, a clean version of the SignBank dataset, optimized for machine translation between spoken language text and SignWriting, a phonetic sign language writing system. In addition to previous work that employs complex factorization techniques to enable translation between text and SignWriting, we show that a traditional text-to-text translation approach performs equally effectively on the cleaned SignBank+ dataset. Our evaluation results indicate that models trained on SignBank+ surpass those on the original dataset, establishing a new benchmark for SignWriting-based sign language translation and providing an open resource for future research. |
| title | SignBank+: Preparing a Multilingual Sign Language Dataset for Machine Translation Using Large Language Models |
| topic | Computation and Language |
| url | https://arxiv.org/abs/2309.11566 |