Papers by Kirill Milintsevich
Analyzing Symptom-based Depression Level Estimation through the Prism of Psychiatric Expertise (2024.lrec-main)
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| Challenge: | Existing approaches to automate depression estimation ignore medical professionals' knowledge of the problem. |
| Approach: | They propose to integrate domain experts' knowledge into a DAIC-WOZ dataset and propose a transformer-based model that incorporates their annotations. |
| Outcome: | The proposed model shows a strong correlation between the psychological tendencies of medical professionals and the behavior of the proposed model. |
Enhancing Sequence-to-Sequence Neural Lemmatization with External Resources (2021.eacl-main)
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| Challenge: | a hybrid approach to lemmatization enhances the seq2seq neural model with additional lemmas extracted from an external lexicon or a rule-based system. |
| Approach: | They propose a hybrid approach that enhances a seq2seq neural model with additional lemmas extracted from an external lexicon or a rule-based system. |
| Outcome: | The proposed model achieves statistically significant improvements on 23 UD languages, compared to baseline models not utilizing additional lemma information. |