Grigorios Tsoumakas


2020

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AUTH @ CLSciSumm 20, LaySumm 20, LongSumm 20
Alexios Gidiotis | Stefanos Stefanidis | Grigorios Tsoumakas
Proceedings of the First Workshop on Scholarly Document Processing

We present the systems we submitted for the shared tasks of the Workshop on Scholarly Document Processing at EMNLP 2020. Our approaches to the tasks are focused on exploiting large Transformer models pre-trained on huge corpora and adapting them to the different shared tasks. For tasks 1A and 1B of CL-SciSumm we are using different variants of the BERT model to tackle the tasks of “cited text span” and “facet” identification. For the summarization tasks 2 of CL-SciSumm, LaySumm and LongSumm we make use of different variants of the PEGASUS model, with and without fine-tuning, adapted to the nuances of each one of those particular tasks.

2016

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Large-Scale Semantic Indexing and Question Answering in Biomedicine
Eirini Papagiannopoulou | Yiannis Papanikolaou | Dimitris Dimitriadis | Sakis Lagopoulos | Grigorios Tsoumakas | Manos Laliotis | Nikos Markantonatos | Ioannis Vlahavas
Proceedings of the Fourth BioASQ workshop