Papers by Georgios Tsatsaronis
Annotating Research Infrastructure in Scientific Papers: An NLP-driven Approach (2023.acl-industry)
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Seyed Amin Tabatabaei, Georgios Cheirmpos, Marius Doornenbal, Alberto Zigoni, Veronique Moore, Georgios Tsatsaronis
| Challenge: | a pipeline is used to identify, extract and link research infrastructure used in scientific publications. |
| Approach: | They propose a natural language processing pipeline for the identification, extraction and linking of Research Infrastructure (RI) used in scientific publications. |
| Outcome: | The proposed pipeline can be used to identify, extract and link research infrastructure used in scientific publications. |
Enhancing Extreme Multi-Label Text Classification: Addressing Challenges in Model, Data, and Evaluation (2023.emnlp-industry)
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Dan Li, Zi Long Zhu, Janneke van de Loo, Agnes Masip Gomez, Vikrant Yadav, Georgios Tsatsaronis, Zubair Afzal
| Challenge: | Existing approaches to extreme multi-label text classification face inherent challenges in terms of model, data, and evaluation. |
| Approach: | They propose a label ranking model as an alternative to the conventional SciBERT-based classification model and an active learning-based pipeline that addresses the data scarcity of new labels during the update of a classification system. |
| Outcome: | The proposed model enables efficient handling of large-scale labels and accommodates new labels. |