Sampo Pyysalo profile picture
Sampo
Pyysalo
University Research Fellow, Data analytics

Areas of expertise

natural language processing
machine learning
scientific text mining

Biography

I am a researcher in the TurkuNLP group (https://turkunlp.org/) and Research Fellow at the Department of Computing, University of Turku. My work focuses on machine learning for natural language processing, with particular application domains including scientific text mining, Finnish language technology, and large language models.

After defending my PhD thesis in computer science at the University of Turku, I held researcher positions at the University of Tokyo, University of Manchester and University of Cambridge before returning to the University of Turku in 2019.

Teaching

My current teaching focuses on the natural language processing study module shared between the departments of Languages and Computing, with courses ranging from introductory to a course on deep learning for natural language processing.

Research

The primary focus of my research is on natural language processing using machine learning approaches, with recent emphasis on deep learning methods and large language models. I have been working on scientific text mining as an application area for nearly 20 years, with specific focus on the English biomedical literature, and have in recent years also addressed a variety of tasks in the processing of Finnish text as well as multi- and cross-lingual applications. My work covers the full range of natural language processing development from initial task design to the development of practical applications and organizing community challenges, including also running manual annotation efforts and developing annotation tools and machine learning methods for various natural language processing tasks.

Publications

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CoNLL 2017 Shared Task: Multilingual Parsing from Raw Text to Universal Dependencies (2017)

Conference on Computational Natural Language Learning
Zeman D, Popel M, Straka M, Hajič J, Nivre J, Ginter F, Luotolahti J, Pyysalo S, Petrov S, Potthast M, Tyers F, Badmaeva E, Gökırmak M, Nedoluzhko A, Cinková S, Hajič jr. J, Hlaváčová J, Kettnerová V, Urešová Z, Kanerva J, Ojala S, Missilä A, Manning C, Schuster S, Reddy S, Taji D, Habash N, Leung H, Marneffe M, Sanguinetti M, Simi M, Kanayama H, Paiva V, Droganova K, Martínez Alonso H, Uszkoreit H, Macketanz V, Burchardt A, Harris K, Marheinecke K, Rehm G, Kayadelen T, Attia M, Elkahky A, Yu Z, Pitler E, Lertpradit S, Mandl M, Kirchner J, Fernandez Alcalde H, Strnadova J, Banerjee E, Manurung R, Stella A, Shimada A, Kwak S, Mendonçca G, Lando T, Nitisaroj R, Li J
(Vertaisarvioitu artikkeli konferenssijulkaisussa (A4))

Universal Dependencies for Finnish (2015)

Nordic Conference on Computational Linguistics
Sampo Pyysalo, Jenna Kanerva, Anna Missilä, Veronika Laippala, Filip Ginter
(Vertaisarvioitu artikkeli konferenssijulkaisussa (A4))

Sharing annotations better: RESTful Open Annotation (2015)

International joint conference on natural language processing
Pyysalo Sampo, Campos Jorge, Cejuela Juan Miguel, Ginter Filip, Hakala Kai, Li Chen, Stenetorp Pontus, Jensen Lars Juhl
(Vertaisarvioitu artikkeli konferenssijulkaisussa (A4))

Towards Universal Web Parsebanks (2015)

International Conference on Dependency Linguistics (Depling)
Juhani Luotolahti, Jenna Kanerva, Veronika Laippala, Sampo Pyysalo , Filip Ginter
(Vertaisarvioitu artikkeli konferenssijulkaisussa (A4))