@inproceedings{papavassileiou-kosmopoulos-2024-restoring,
title = "Restoring {M}ycenaean {L}inear {B} {`}A{\&}{B}{'} series tablets using supervised and transfer learning",
author = "Papavassileiou, Katerina and
Kosmopoulos, Dimitrios",
editor = "Pavlopoulos, John and
Sommerschield, Thea and
Assael, Yannis and
Gordin, Shai and
Cho, Kyunghyun and
Passarotti, Marco and
Sprugnoli, Rachele and
Liu, Yudong and
Li, Bin and
Anderson, Adam",
booktitle = "Proceedings of the 1st Workshop on Machine Learning for Ancient Languages (ML4AL 2024)",
month = aug,
year = "2024",
address = "Hybrid in Bangkok, Thailand and online",
publisher = "Association for Computational Linguistics",
url = "https://aclanthology.org/2024.ml4al-1.13",
pages = "115--129",
abstract = "We investigate the problem of restoring Mycenaean linear B clay tablets, dating from about 1400 B.C. to roughly 1200 B.C., by using text infilling methods based on machine learning models. Our goals here are: first to try to improve the results of the methods used in the related literature by focusing on the characteristics of the Mycenaean Linear B writing system (series D), second to examine the same problem for the first time on series A{\&}B and finally to investigate transfer learning using series D as source and the smaller series A{\&}B as target. Our results show promising results in the supervised learning tasks, while further investigation is needed to better exploit the merits of transfer learning.",
}
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%0 Conference Proceedings
%T Restoring Mycenaean Linear B ‘A&B’ series tablets using supervised and transfer learning
%A Papavassileiou, Katerina
%A Kosmopoulos, Dimitrios
%Y Pavlopoulos, John
%Y Sommerschield, Thea
%Y Assael, Yannis
%Y Gordin, Shai
%Y Cho, Kyunghyun
%Y Passarotti, Marco
%Y Sprugnoli, Rachele
%Y Liu, Yudong
%Y Li, Bin
%Y Anderson, Adam
%S Proceedings of the 1st Workshop on Machine Learning for Ancient Languages (ML4AL 2024)
%D 2024
%8 August
%I Association for Computational Linguistics
%C Hybrid in Bangkok, Thailand and online
%F papavassileiou-kosmopoulos-2024-restoring
%X We investigate the problem of restoring Mycenaean linear B clay tablets, dating from about 1400 B.C. to roughly 1200 B.C., by using text infilling methods based on machine learning models. Our goals here are: first to try to improve the results of the methods used in the related literature by focusing on the characteristics of the Mycenaean Linear B writing system (series D), second to examine the same problem for the first time on series A&B and finally to investigate transfer learning using series D as source and the smaller series A&B as target. Our results show promising results in the supervised learning tasks, while further investigation is needed to better exploit the merits of transfer learning.
%U https://aclanthology.org/2024.ml4al-1.13
%P 115-129
Markdown (Informal)
[Restoring Mycenaean Linear B ‘A&B’ series tablets using supervised and transfer learning](https://aclanthology.org/2024.ml4al-1.13) (Papavassileiou & Kosmopoulos, ML4AL-WS 2024)
ACL