Projects per year
Acquiring high-quality annotated corpora for complex multi-task information extraction (MT-IE) is an arduous and costly process for human-annotators. Adoption of unsupervised techniques for automated annotation have thus become popular. However, these techniques rely heavily on dictionaries, gazetteers, and knowledge bases. While such resources are abundant for general domains, they are scarce for specialised technical domains. To tackle this challenge, we present QuickGraph(1), the first collaborative MT-IE annotation tool built with indirect weak supervision and clustering to maximise annotator productivity.
QuickGraph's main contribution is a set of novel features that enable knowledge graph extraction through rapid and consistent complex multi-task entity and relation annotation. In this paper, we discuss these key features and qualitatively compare QuickGraph to existing annotation tools. A demonstration of our system is available at: https://youtu.be/ ZlzH-AAoGXs.
|Title of host publication||Proceedings of the 60th Annual Meeting of the Association for Computational Linguistics: System Demonstrations|
|Editors||Valerio Basile, Zornitsa Kozareva, Sanja Stajner|
|Place of Publication||USA|
|Publisher||Association for Computational Linguistics (ACL)|
|Number of pages||9|
|Publication status||Published - 2022|
|Event||60th Annual Meeting of the Association-for-Computational-Linguistics (ACL) - Dublin, Ireland|
Duration: 22 May 2022 → 27 May 2022
|Name||Proceedings of the Annual Meeting of the Association for Computational Linguistics|
|Conference||60th Annual Meeting of the Association-for-Computational-Linguistics (ACL)|
|Period||22/05/22 → 27/05/22|
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ARC Training Centre for Transforming Maintenance through Data Science
Rohl, A., Small, M., Hodkiewicz, M., Loxton, R., O'Halloran, K., Tan, T., Calo, V., Reynolds, M., Liu, W., While, R., French, T., Cripps, E. & Cardell-Oliver, R.
1/01/19 → 31/12/23
A Cross-National and Cross-Cultural Study of Global Translation Industry
Ji, M., Togneri, R., Liu, W., De Sutter, G., Diaz Cintas, J., Laviosa, S., Pagano, A. & Wright, S.
1/01/15 → 30/12/17