Papers by Ainara Estarrona
Event Extraction in Basque: Typologically Motivated Cross-Lingual Transfer-Learning Analysis (2024.lrec-main)
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| Challenge: | Using a multilingual language model, Event Extraction tasks require humans to follow complicated guidelines and follow complicated rules. |
| Approach: | They propose a multilingual multilingual language model that is trained in a source language and applied to a target language. |
| Outcome: | The proposed model is based on a multilingual event extraction dataset for Basque . it shows that the shared linguistic characteristic between source and target languages does have an impact on transfer quality. |
CasiMedicos-Arg: A Medical Question Answering Dataset Annotated with Explanatory Argumentative Structures (2024.emnlp-main)
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Ekaterina Sviridova, Anar Yeginbergen, Ainara Estarrona, Elena Cabrio, Serena Villata, Rodrigo Agerri
| Challenge: | Existing tools to aid residents in teaching medical doctors to explain decisions are a key objective of AI in education. |
| Approach: | They present a multilingual dataset for Medical Question Answering where doctors can annotate correct and incorrect diagnoses with argument components and argument relations. |
| Outcome: | The proposed dataset consists of 558 clinical cases with explanations in English, Spanish, French, Italian and annotated with argument components and argument relations. |