Explaining Classes through Word Attribution. - Samuel Rönnqvist; Amanda Myntti; Aki-Juhani Kyröläinen; Sampo Pyysalo; Veronika Laippala; Filip Ginter (CoRR, 2021)

Explaining Classes through Stable Word Attributions. - Samuel Rönnqvist; Aki-Juhani Kyröläinen; Amanda Myntti; Filip Ginter; Veronika Laippala (ACL (Findings), 2022)

Building Question-Answer Data Using Web Register Identification. - Anni Eskelinen; Amanda Myntti; Erik Henriksson; Sampo Pyysalo; Veronika Laippala (LREC/COLING, 2024)

Untangling the Unrestricted Web: Automatic Identification of Multilingual Registers. - Erik Henriksson; Amanda Myntti; Anni Eskelinen; Selcen Erten-Johansson; Saara Hellström; Veronika Laippala (CoRR, 2024)

An Expanded Massive Multilingual Dataset for High-Performance Language Technologies (HPLT). - Laurie Burchell; Ona De Gibert Bonet; Nikolay Arefyev; Mikko Aulamo; Marta Bañón; Pinzhen Chen; Mariia Fedorova; Liane Guillou; Barry Haddow; Jan Hajic; Jindrich Helcl; Erik Henriksson; et al. (ACL (1), 2025)

An Expanded Massive Multilingual Dataset for High-Performance Language Technologies. - Laurie Burchell; Ona de Gibert; Nikolay Arefyev; Mikko Aulamo; Marta Bañón; Pinzhen Chen; Mariia Fedorova; Liane Guillou; Barry Haddow; Jan Hajic; Jindrich Helcl; Erik Henriksson; et al. (CoRR, 2025)

Register Always Matters: Analysis of LLM Pretraining Data Through the Lens of Language Variation. - Amanda Myntti; Erik Henriksson; Veronika Laippala; Sampo Pyysalo (CoRR, 2025)