Analysis of Link Grammar on Biomedical Dependency Corpus Targeted at Protein-Protein Interactions. - Sampo Pyysalo; Filip Ginter; Tapio Pahikkala; Jorma Boberg; Jouni Järvinen; Tapio Salakoski; Jeppe Koivula (NLPBA/BioNLP, 2004)

Extracting Protein-Protein Interaction Sentences by Applying Rough Set Data Analysis. - Filip Ginter; Tapio Pahikkala; Sampo Pyysalo; Jorma Boberg; Jouni Järvinen; Tapio Salakoski (Rough Sets and Current Trends in Computing, 2004)

Ontology-Based Feature Transformations: A Data-Driven Approach. - Filip Ginter; Sampo Pyysalo; Jorma Boberg; Jouni Järvinen; Tapio Salakoski (EsTAL, 2004)

New Techniques for Disambiguation in Natural Language and Their Application to Biological Text. - Filip Ginter; Jorma Boberg; Jouni Järvinen; Tapio Salakoski (J. Mach. Learn. Res., 2004)

Kernels Incorporating Word Positional Information in Natural Language Disambiguation Tasks. - Tapio Pahikkala; Sampo Pyysalo; Filip Ginter; Jorma Boberg; Jouni Järvinen; Tapio Salakoski (FLAIRS, 2005)

Contextual weighting for Support Vector Machines in literature mining: an application to gene versus protein name disambiguation. - Tapio Pahikkala; Filip Ginter; Jorma Boberg; Jouni Järvinen; Tapio Salakoski (BMC Bioinform., 2005)

Regular Approximation of Link Grammar. - Filip Ginter; Sampo Pyysalo; Jorma Boberg; Tapio Salakoski (FinTAL, 2006)

Evaluation of two dependency parsers on biomedical corpus targeted at protein-protein interactions. - Sampo Pyysalo; Filip Ginter; Tapio Pahikkala; Jorma Boberg; Jouni Järvinen; Tapio Salakoski (Int. J. Medical Informatics, 2006)

On the unification of syntactic annotations under the Stanford dependency scheme: A case study on BioInfer and GENIA. - Sampo Pyysalo; Filip Ginter; Veronika Laippala; Katri Haverinen; Juho Heimonen; Tapio Salakoski (BioNLP@ACL, 2007)

BioInfer: a corpus for information extraction in the biomedical domain. - Sampo Pyysalo; Filip Ginter; Juho Heimonen; Jari Björne; Jorma Boberg; Jouni Järvinen; Tapio Salakoski (BMC Bioinform., 2007)

A Graph Kernel for Protein-Protein Interaction Extraction. - Antti Airola; Sampo Pyysalo; Jari Björne; Tapio Pahikkala; Filip Ginter; Tapio Salakoski (BioNLP, 2008)

All-paths graph kernel for protein-protein interaction extraction with evaluation of cross-corpus learning. - Antti Airola; Sampo Pyysalo; Jari Björne; Tapio Pahikkala; Filip Ginter; Tapio Salakoski (BMC Bioinform., 2008)

Comparative analysis of five protein-protein interaction corpora. - Sampo Pyysalo; Antti Airola; Juho Heimonen; Jari Björne; Filip Ginter; Tapio Salakoski (BMC Bioinform., 2008)

Extracting Complex Biological Events with Rich Graph-Based Feature Sets. - Jari Björne; Juho Heimonen; Filip Ginter; Antti Airola; Tapio Pahikkala; Tapio Salakoski (BioNLP@HLT-NAACL (Shared Task), 2009)

Learning to Extract Biological Event and Relation Graphs. - Jari Björne; Filip Ginter; Juho Heimonen; Sampo Pyysalo; Tapio Salakoski (NODALIDA, 2009)

Parsing Clinical Finnish: Experiments with Rule-Based and Statistical Dependency Parsers. - Katri Haverinen; Filip Ginter; Veronika Laippala; Tapio Salakoski (NODALIDA, 2009)

Combining hidden Markov models and latent semantic analysis for topic segmentation and labeling: Method and clinical application. - Filip Ginter; Hanna Suominen; Sampo Pyysalo; Tapio Salakoski (Int. J. Medical Informatics, 2009)

Towards automated processing of clinical Finnish: Sublanguage analysis and a rule-based parser. - Veronika Laippala; Filip Ginter; Sampo Pyysalo; Tapio Salakoski (Int. J. Medical Informatics, 2009)

Dependency-Based PropBanking of Clinical Finnish. - Katri Haverinen; Filip Ginter; Timo Viljanen; Veronika Laippala; Tapio Salakoski (Linguistic Annotation Workshop, 2010)

Scaling up Biomedical Event Extraction to the Entire PubMed. - Jari Björne; Filip Ginter; Sampo Pyysalo; Jun'ichi Tsujii; Tapio Salakoski (BioNLP@ACL, 2010)

Complex event extraction at PubMed scale. - Jari Björne; Filip Ginter; Sampo Pyysalo; Jun'ichi Tsujii; Tapio Salakoski (Bioinform., 2010)

Event extraction on PubMed scale. - Filip Ginter; Jari Björne; Sampo Pyysalo (BMC Bioinform., 2010)

EVEX: A PubMed-Scale Resource for Homology-Based Generalization of Text Mining Predictions. - Sofie Van Landeghem; Filip Ginter; Yves Van de Peer; Tapio Salakoski (BioNLP@ACL, 2011)

A Dependency-based Analysis of Treebank Annotation Errors. - Katri Haverinen; Filip Ginter; Veronika Laippala; Samuel Kohonen; Timo Viljanen; Jenna Nyblom; Tapio Salakoski (DepLing, 2011)

U-Compare bio-event meta-service: compatible BioNLP event extraction services. - Yoshinobu Kano; Jari Björne; Filip Ginter; Tapio Salakoski; Ekaterina Buyko; Udo Hahn; K. Bretonnel Cohen; Karin Verspoor; Christophe Roeder; Lawrence E. Hunter; Halil Kilicoglu; Sabine Bergler; et al. (BMC Bioinform., 2011)

Extracting Contextualized Complex Biological Events with Rich Graph-Based Feature Sets. - Jari Björne; Juho Heimonen; Filip Ginter; Antti Airola; Tapio Pahikkala; Tapio Salakoski (Comput. Intell., 2011)

PubMed-Scale Event Extraction for Post-Translational Modifications, Epigenetics and Protein Structural Relations. - Jari Björne; Sofie Van Landeghem; Sampo Pyysalo; Tomoko Ohta; Filip Ginter; Yves Van de Peer; Sophia Ananiadou; Tapio Salakoski (BioNLP@HLT-NAACL, 2012)

Exploring Biomolecular Literature with EVEX: Connecting Genes through Events, Homology, and Indirect Associations. - Sofie Van Landeghem; Kai Hakala; Samuel Rönnqvist; Tapio Salakoski; Yves Van de Peer; Filip Ginter (Adv. Bioinformatics, 2012)

University of Turku in the BioNLP'11 Shared Task. - Jari Björne; Filip Ginter; Tapio Salakoski (BMC Bioinform., 2012)

EVEX in ST'13: Application of a large-scale text mining resource to event extraction and network construction. - Kai Hakala; Sofie Van Landeghem; Tapio Salakoski; Yves Van de Peer; Filip Ginter (BioNLP@ACL (Shared Task), 2013)

Evaluating Large-scale Text Mining Applications Beyond the Traditional Numeric Performance Measures. - Sofie Van Landeghem; Suwisa Kaewphan; Filip Ginter; Yves Van de Peer (BioNLP@ACL, 2013)

Predicting Conjunct Propagation and Other Extended Stanford Dependencies. - Jenna Nyblom; Samuel Kohonen; Katri Haverinen; Tapio Salakoski; Filip Ginter (DepLing, 2013)

Building a Large Automatically Parsed Corpus of Finnish. - Filip Ginter; Jenna Nyblom; Veronika Laippala; Samuel Kohonen; Katri Haverinen; Simo Vihjanen; Tapio Salakoski (NODALIDA, 2013)

Towards a Dependency-based PropBank of General Finnish. - Katri Haverinen; Veronika Laippala; Samuel Kohonen; Anna Missilä; Jenna Nyblom; Stina Ojala; Timo Viljanen; Tapio Salakoski; Filip Ginter (NODALIDA, 2013)

Joint Morphological and Syntactic Analysis for Richly Inflected Languages. - Bernd Bohnet; Joakim Nivre; Igor Boguslavsky; Richárd Farkas; Filip Ginter; Jan Hajic (Trans. Assoc. Comput. Linguistics, 2013)

Post-hoc Manipulations of Vector Space Models with Application to Semantic Role Labeling. - Jenna Kanerva; Filip Ginter (CVSC@EACL, 2014)

Care Episode Retrieval. - Hans Moen; Erwin Marsi; Filip Ginter; Laura-Maria Murtola; Tapio Salakoski; Sanna Salanterä (Louhi@EACL, 2014)

Syntactic N-gram Collection from a Large-Scale Corpus of Internet Finnish. - Jenna Kanerva; Juhani Luotolahti; Veronika Laippala; Filip Ginter (Baltic HLT, 2014)

Universal Stanford dependencies: A cross-linguistic typology. - Marie-Catherine de Marneffe; Timothy Dozat; Natalia Silveira; Katri Haverinen; Filip Ginter; Joakim Nivre; Christopher D. Manning (LREC, 2014)

UTU: Disease Mention Recognition and Normalization with CRFs and Vector Space Representations. - Suwisa Kaewphan; Kai Hakala; Filip Ginter (SemEval@COLING, 2014)

Turku: Broad-Coverage Semantic Parsing with Rich Features. - Jenna Kanerva; Juhani Luotolahti; Filip Ginter (SemEval@COLING, 2014)

Statistical parsing of varieties of clinical Finnish. - Veronika Laippala; Timo Viljanen; Antti Airola; Jenna Kanerva; Sanna Salanterä; Tapio Salakoski; Filip Ginter (Artif. Intell. Medicine, 2014)

Building the essential resources for Finnish: the Turku Dependency Treebank. - Katri Haverinen; Jenna Nyblom; Timo Viljanen; Veronika Laippala; Samuel Kohonen; Anna Missilä; Stina Ojala; Tapio Salakoski; Filip Ginter (Lang. Resour. Evaluation, 2014)

Sharing annotations better: RESTful Open Annotation. - Sampo Pyysalo; Jorge Campos; Juan Miguel Cejuela; Filip Ginter; Kai Hakala; Chen Li; Pontus Stenetorp; Lars Juhl Jensen (ACL (System Demonstrations), 2015)

Towards Universal Web Parsebanks. - Juhani Luotolahti; Jenna Kanerva; Veronika Laippala; Sampo Pyysalo; Filip Ginter (DepLing, 2015)

SETS: Scalable and Efficient Tree Search in Dependency Graphs. - Juhani Luotolahti; Jenna Kanerva; Sampo Pyysalo; Filip Ginter (HLT-NAACL, 2015)

Towards the Classification of the Finnish Internet Parsebank: Detecting Translations and Informality. - Veronika Laippala; Jenna Kanerva; Anna Missilä; Sampo Pyysalo; Tapio Salakoski; Filip Ginter (NODALIDA, 2015)

Sentence Compression For Automatic Subtitling. - Juhani Luotolahti; Filip Ginter (NODALIDA, 2015)

Universal Dependencies for Finnish. - Sampo Pyysalo; Jenna Kanerva; Anna Missilä; Veronika Laippala; Filip Ginter (NODALIDA, 2015)

Turku: Semantic Dependency Parsing as a Sequence Classification. - Jenna Kanerva; Juhani Luotolahti; Filip Ginter (SemEval@NAACL-HLT, 2015)

Morphological Segmentation and OPUS for Finnish-English Machine Translation. - Jörg Tiedemann; Filip Ginter; Jenna Kanerva (WMT@EMNLP, 2015)

The Finnish Proposition Bank. - Katri Haverinen; Jenna Kanerva; Samuel Kohonen; Anna Missilä; Stina Ojala; Timo Viljanen; Veronika Laippala; Filip Ginter (Lang. Resour. Evaluation, 2015)

Care episode retrieval: distributional semantic models for information retrieval in the clinical domain. - Hans Moen; Filip Ginter; Erwin Marsi; Laura-Maria Peltonen; Tapio Salakoski; Sanna Salanterä (BMC Medical Informatics Decis. Mak., 2015)

Application of the EVEX resource to event extraction and network construction: Shared Task entry and result analysis. - Kai Hakala; Sofie Van Landeghem; Tapio Salakoski; Yves Van de Peer; Filip Ginter (BMC Bioinform., 2015)

Syntactic analyses and named entity recognition for PubMed and PubMed Central - up-to-the-minute. - Kai Hakala; Suwisa Kaewphan; Tapio Salakoski; Filip Ginter (BioNLP@ACL, 2016)

Deep Learning with Minimal Training Data: TurkuNLP Entry in the BioNLP Shared Task 2016. - Farrokh Mehryary; Jari Björne; Sampo Pyysalo; Tapio Salakoski; Filip Ginter (BioNLP (Shared Task), 2016)

Universal Dependencies v1: A Multilingual Treebank Collection. - Joakim Nivre; Marie-Catherine de Marneffe; Filip Ginter; Yoav Goldberg; Jan Hajic; Christopher D. Manning; Ryan T. McDonald; Slav Petrov; Sampo Pyysalo; Natalia Silveira; Reut Tsarfaty; Daniel Zeman (LREC, 2016)

Universal Dependencies for Persian. - Mojgan Seraji; Filip Ginter; Joakim Nivre (LREC, 2016)

Cross-Lingual Pronoun Prediction with Deep Recurrent Neural Networks. - Juhani Luotolahti; Jenna Kanerva; Filip Ginter (WMT, 2016)

Phrase-Based SMT for Finnish with More Data, Better Models and Alternative Alignment and Translation Tools. - Jörg Tiedemann; Fabienne Cap; Jenna Kanerva; Filip Ginter; Sara Stymne; Robert Östling; Marion Weller-Di Marco (WMT, 2016)

Cell line name recognition in support of the identification of synthetic lethality in cancer from text. - Suwisa Kaewphan; Sofie Van Landeghem; Tomoko Ohta; Yves Van de Peer; Filip Ginter; Sampo Pyysalo (Bioinform., 2016)

Filtering large-scale event collections using a combination of supervised and unsupervised learning for event trigger classification. - Farrokh Mehryary; Suwisa Kaewphan; Kai Hakala; Filip Ginter (J. Biomed. Semant., 2016)

Ensemble of Convolutional Neural Networks for Medicine Intake Recognition in Twitter. - Kai Hakala; Farrokh Mehryary; Hans Moen; Suwisa Kaewphan; Tapio Salakoski; Filip Ginter (SMM4H@AMIA, 2017)

End-to-End System for Bacteria Habitat Extraction. - Farrokh Mehryary; Kai Hakala; Suwisa Kaewphan; Jari Björne; Tapio Salakoski; Filip Ginter (BioNLP, 2017)

Detecting mentions of pain and acute confusion in Finnish clinical text. - Hans Moen; Kai Hakala; Farrokh Mehryary; Laura-Maria Peltonen; Tapio Salakoski; Filip Ginter; Sanna Salanterä (BioNLP, 2017)

TurkuNLP: Delexicalized Pre-training of Word Embeddings for Dependency Parsing. - Jenna Kanerva; Juhani Luotolahti; Filip Ginter (CoNLL Shared Task (2), 2017)

CoNLL 2017 Shared Task: Multilingual Parsing from Raw Text to Universal Dependencies. - Daniel Zeman; Martin Popel; Milan Straka; Jan Hajic; Joakim Nivre; Filip Ginter; Juhani Luotolahti; Sampo Pyysalo; Slav Petrov; Martin Potthast; Francis M. Tyers; Elena Badmaeva; et al. (CoNLL Shared Task (2), 2017)

Fully Delexicalized Contexts for Syntax-Based Word Embeddings. - Jenna Kanerva; Sampo Pyysalo; Filip Ginter (DepLing, 2017)

Assessing the Annotation Consistency of the Universal Dependencies Corpora. - Marie-Catherine de Marneffe; Matias Grioni; Jenna Kanerva; Filip Ginter (DepLing, 2017)

Cross-Lingual Pronoun Prediction with Deep Recurrent Neural Networks v2.0. - Juhani Luotolahti; Jenna Kanerva; Filip Ginter (DiscoMT@EMNLP, 2017)

Applying BLAST to Text Reuse Detection in Finnish Newspapers and Journals, 1771-1910. - Aleksi Vesanto; Asko Nivala; Heli Rantala; Tapio Salakoski; Hannu Salmi; Filip Ginter (ListLang@NoDaLiDa, 2017)

Creating register sub-corpora for the Finnish Internet Parsebank. - Veronika Laippala; Juhani Luotolahti; Aki-Juhani Kyröläinen; Tapio Salakoski; Filip Ginter (NODALIDA, 2017)

Dep_search: Efficient Search Tool for Large Dependency Parsebanks. - Juhani Luotolahti; Jenna Kanerva; Filip Ginter (NODALIDA, 2017)

A System for Identifying and Exploring Text Repetition in Large Historical Document Corpora. - Aleksi Vesanto; Filip Ginter; Hannu Salmi; Asko Nivala; Tapio Salakoski (NODALIDA, 2017)

Evaluation of a Prototype System that Automatically Assigns Subject Headings to Nursing Narratives Using Recurrent Neural Network. - Hans Moen; Kai Hakala; Laura-Maria Peltonen; Henry Suhonen; Petri Loukasmäki; Tapio Salakoski; Filip Ginter; Sanna Salanterä (Louhi@EMNLP, 2018)

Mind the Gap: Data Enrichment in Dependency Parsing of Elliptical Constructions. - Kira Droganova; Filip Ginter; Jenna Kanerva; Daniel Zeman (UDW@EMNLP, 2018)

Enhancing Universal Dependency Treebanks: A Case Study. - Joakim Nivre; Paola Marongiu; Filip Ginter; Jenna Kanerva; Simonetta Montemagni; Sebastian Schuster; Maria Simi (UDW@EMNLP, 2018)

Turku Neural Parser Pipeline: An End-to-End System for the CoNLL 2018 Shared Task. - Jenna Kanerva; Filip Ginter; Niko Miekka; Akseli Leino; Tapio Salakoski (CoNLL Shared Task (2), 2018)

CoNLL 2018 Shared Task: Multilingual Parsing from Raw Text to Universal Dependencies. - Daniel Zeman; Jan Hajic; Martin Popel; Martin Potthast; Milan Straka; Filip Ginter; Joakim Nivre; Slav Petrov (CoNLL Shared Task (2), 2018)

Parse Me if You Can: Artificial Treebanks for Parsing Experiments on Elliptical Constructions. - Kira Droganova; Daniel Zeman; Jenna Kanerva; Filip Ginter (LREC, 2018)

Improving Layman Readability of Clinical Narratives with Unsupervised Synonym Replacement. - Hans Moen; Laura-Maria Peltonen; Mikko Koivumäki; Henry Suhonen; Tapio Salakoski; Filip Ginter; Sanna Salanterä (MIE, 2018)

Wide-scope biomedical named entity recognition and normalization with CRFs, fuzzy matching and character level modeling. - Suwisa Kaewphan; Kai Hakala; Niko Miekka; Tapio Salakoski; Filip Ginter (Database J. Biol. Databases Curation, 2018)

Potent pairing: ensemble of long short-term memory networks and support vector machine for chemical-protein relation extraction. - Farrokh Mehryary; Jari Björne; Tapio Salakoski; Filip Ginter (Database J. Biol. Databases Curation, 2018)

Data and systems for medication-related text classification and concept normalization from Twitter: insights from the Social Media Mining for Health (SMM4H)-2017 shared task. - Abeed Sarker; Maksim Belousov; Jasper Friedrichs; Kai Hakala; Svetlana Kiritchenko; Farrokh Mehryary; Sifei Han; Tung Tran 001; Anthony Rios; Ramakanth Kavuluru; Berry de Bruijn; Filip Ginter; et al. (J. Am. Medical Informatics Assoc., 2018)

Neural Dependency Parsing of Biomedical Text: TurkuNLP entry in the CRAFT Structural Annotation Task. - Thang Minh Ngo; Jenna Kanerva; Filip Ginter; Sampo Pyysalo (BioNLP-OST@EMNLP-IJNCLP, 2019)

The Long-Term Reuse of Text in the Finnish Press, 1771-1920. - Hannu Salmi; Heli Rantala; Aleksi Vesanto; Filip Ginter (DHN, 2019)

Template-free Data-to-Text Generation of Finnish Sports News. - Jenna Kanerva; Samuel Rönnqvist; Riina Kekki; Tapio Salakoski; Filip Ginter (NODALIDA, 2019)

Leveraging Text Repetitions and Denoising Autoencoders in OCR Post-correction. - Kai Hakala; Aleksi Vesanto; Niko Miekka; Tapio Salakoski; Filip Ginter (CoRR, 2019)

Is Multilingual BERT Fluent in Language Generation? - Samuel Rönnqvist; Jenna Kanerva; Tapio Salakoski; Filip Ginter (CoRR, 2019)

Morphological Tagging and Lemmatization of Albanian: A Manually Annotated Corpus and Neural Models. - Nelda Kote; Marenglen Biba; Jenna Kanerva; Samuel Rönnqvist; Filip Ginter (CoRR, 2019)

Multilingual is not enough: BERT for Finnish. - Antti Virtanen; Jenna Kanerva; Rami Ilo; Jouni Luoma; Juhani Luotolahti; Tapio Salakoski; Filip Ginter; Sampo Pyysalo (CoRR, 2019)

Entity-Pair Embeddings for Improving Relation Extraction in the Biomedical Domain. - Farrokh Mehryary; Hans Moen; Tapio Salakoski; Filip Ginter (ESANN, 2020)

Turku Enhanced Parser Pipeline: From Raw Text to Enhanced Graphs in the IWPT 2020 Shared Task. - Jenna Kanerva; Filip Ginter; Sampo Pyysalo (IWPT 2020, 2020)

Universal Dependencies v2: An Evergrowing Multilingual Treebank Collection. - Joakim Nivre; Marie-Catherine de Marneffe; Filip Ginter; Jan Hajic; Christopher D. Manning; Sampo Pyysalo; Sebastian Schuster; Francis M. Tyers; Daniel Zeman (LREC, 2020)

The FISKMÖ Project: Resources and Tools for Finnish-Swedish Machine Translation and Cross-Linguistic Research. - Jörg Tiedemann; Tommi Nieminen; Mikko Aulamo; Jenna Kanerva; Akseli Leino; Filip Ginter; Niko Papula (LREC, 2020)

Assisting nurses in care documentation: from automated sentence classification to coherent document structures with subject headings. - Hans Moen; Kai Hakala; Laura-Maria Peltonen; Hanna-Maria Matinolli; Henry Suhonen; Kirsi Terho; Riitta Danielsson-Ojala; Maija Valta; Filip Ginter; Tapio Salakoski; Sanna Salanterä (J. Biomed. Semant., 2020)

Dependency parsing of biomedical text with BERT. - Jenna Kanerva; Filip Ginter; Sampo Pyysalo (BMC Bioinform., 2020)

Towards Fully Bilingual Deep Language Modeling. - Li-Hsin Chang; Sampo Pyysalo; Jenna Kanerva; Filip Ginter (CoRR, 2020)

Classifying online corporate reputation with machine learning: a study in the banking domain. - Anette Rantanen; Joni Salminen; Filip Ginter; Bernard J. Jansen (Internet Res., 2020)

Supporting the use of standardized nursing terminologies with automatic subject heading prediction: a comparison of sentence-level text classification methods. - Hans Moen; Kai Hakala; Laura-Maria Peltonen; Henry Suhonen; Filip Ginter; Tapio Salakoski; Sanna Salanterä (J. Am. Medical Informatics Assoc., 2020)

Deep learning for sentence clustering in essay grading support. - Li-Hsin Chang; Iiro Rastas; Jenna Kanerva; Valtteri Skantsi; Sampo Pyysalo; Filip Ginter (EDM, 2021)

Finnish Paraphrase Corpus. - Jenna Kanerva; Filip Ginter; Li-Hsin Chang; Iiro Rastas; Valtteri Skantsi; Jemina Kilpeläinen; Hanna-Mari Kupari; Jenna Saarni; Maija Sevón; Otto Tarkka (NoDaLiDa, 2021)

Fine-grained Named Entity Annotation for Finnish. - Jouni Luoma; Li-Hsin Chang; Filip Ginter; Sampo Pyysalo (NoDaLiDa, 2021)

WikiBERT Models: Deep Transfer Learning for Many Languages. - Sampo Pyysalo; Jenna Kanerva; Antti Virtanen; Filip Ginter (NoDaLiDa, 2021)

Deep learning for sentence clustering in essay grading support. - Li-Hsin Chang; Iiro Rastas; Sampo Pyysalo; Filip Ginter (CoRR, 2021)

Quantitative Evaluation of Alternative Translations in a Corpus of Highly Dissimilar Finnish Paraphrases. - Li-Hsin Chang; Sampo Pyysalo; Jenna Kanerva; Filip Ginter (CoRR, 2021)

Annotation Guidelines for the Turku Paraphrase Corpus. - Jenna Kanerva; Filip Ginter; Li-Hsin Chang; Iiro Rastas; Valtteri Skantsi; Jemina Kilpeläinen; Hanna-Mari Kupari; Aurora Piirto; Jenna Saarni; Maija Sevón; Otto Tarkka (CoRR, 2021)

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

Universal Lemmatizer: A sequence-to-sequence model for lemmatizing Universal Dependencies treebanks. - Jenna Kanerva; Filip Ginter; Tapio Salakoski (Nat. Lang. Eng., 2021)

Explainable Publication Year Prediction of Eighteenth Century Texts with the BERT Model. - Iiro Rastas; Yann Ciarán Ryan; Iiro Tiihonen; Mohammadreza Qaraei; Liina Repo; Rohit Babbar; Eetu Mäkelä; Mikko Tolonen; Filip Ginter (LChange@ACL, 2022)

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

Detecting Sequential Genre Change in Eighteenth-Century Texts. - Jinbin Zhang; Yann Ciarán Ryan; Iiro Rastas; Filip Ginter; Mikko Tolonen; Rohit Babbar (CHR, 2022)

Deep Learning, Film History: Model Explanation Techniques in the Analysis of Temporality in Finnish Fiction Film Metadata. - Filip Ginter; Harri Kiiskinen; Jenna Kanerva; Li-Hsin Chang; Hannu Salmi (DHNB, 2022)

Out-of-Domain Evaluation of Finnish Dependency Parsing. - Jenna Kanerva; Filip Ginter (LREC, 2022)

GEMv2: Multilingual NLG Benchmarking in a Single Line of Code. - Sebastian Gehrmann; Abhik Bhattacharjee; Abinaya Mahendiran; Alex Wang; Alexandros Papangelis; Aman Madaan; Angelina McMillan-Major; Anna Shvets; Ashish Upadhyay; Bingsheng Yao; Bryan Wilie; Chandra Bhagavatula; et al. (CoRR, 2022)

Identifying gender bias in blockbuster movies through the lens of machine learning. - Muhammad Junaid Haris; Aanchal Upreti; Melih Kurtaran; Filip Ginter; Sébastien Lafond; Sepinoud Azimi (CoRR, 2022)

Neural Network and Random Forest Models in Protein Function Prediction. - Kai Hakala; Suwisa Kaewphan; Jari Björne; Farrokh Mehryary; Hans Moen; Martti Tolvanen; Tapio Salakoski; Filip Ginter (IEEE ACM Trans. Comput. Biol. Bioinform., 2022)

Silver Syntax Pre-training for Cross-Domain Relation Extraction. - Elisa Bassignana; Filip Ginter; Sampo Pyysalo; Rob van der Goot; Barbara Plank (ACL (Findings), 2023)

Using ECCO-BERT and the Historical Thesaurus of English to Explore Concepts and Agency in Historical Writing Interpreting the Eighteenth-century Luxury Debate. - Aatu Liimatta; Eetu Mäkelä; Filip Ginter; Iiro Rastas; Iiro Tiihonen; Jinbin Zhang; Lidia Pivovarova; Mikko Tolonen; Milja K; Rohit Babbar; Ruilin Wang; Tanja Säily; et al. (DH, 2023)

FinGPT: Large Generative Models for a Small Language. - Risto Luukkonen; Ville Komulainen; Jouni Luoma; Anni Eskelinen; Jenna Kanerva; Hanna-Mari Kupari; Filip Ginter; Veronika Laippala; Niklas Muennighoff; Aleksandra Piktus; Thomas Wang; Nouamane Tazi; et al. (EMNLP, 2023)

Multi-CrossRE A Multi-Lingual Multi-Domain Dataset for Relation Extraction. - Elisa Bassignana; Filip Ginter; Sampo Pyysalo; Rob van der Goot; Barbara Plank (NoDaLiDa, 2023)

Toxicity Detection in Finnish Using Machine Translation. - Anni Eskelinen; Laura Silvala; Filip Ginter; Sampo Pyysalo; Veronika Laippala (NoDaLiDa, 2023)

Automatic Short Answer Grading for Finnish with ChatGPT. - Li-Hsin Chang; Filip Ginter (AAAI, 2024)

Extracting Social Connections from Finnish Karelian Refugee Interviews Using LLMs. - Joonatan Laato; Jenna Kanerva; John Loehr; Virpi Lummaa; Filip Ginter (CHR, 2024)

Breakpoints in Iterative Development and Interdisciplinary Collaboration of AI-Driven Automated Assessment. - Xiaoshan Huang; Li-Hsin Chang; Koen Veermans; Filip Ginter (ITHET, 2024)

Towards diverse and contextually anchored paraphrase modeling: A dataset and baselines for Finnish. - Jenna Kanerva; Filip Ginter; Li-Hsin Chang; Iiro Rastas; Valtteri Skantsi; Jemina Kilpeläinen; Hanna-Mari Kupari; Aurora Piirto; Jenna Saarni; Maija Sevón; Otto Tarkka (Nat. Lang. Eng., 2024)

Interaction Analysis by Humans and AI: A Comparative Perspective. - Maryam Teimouri; Filip Ginter; Tomi Suovuo (IDC, 2025)

Finnish SQuAD: A Simple Approach to Machine Translation of Span Annotations. - Emil Nuutinen; Iiro Rastas; Filip Ginter (CoRR, 2025)

FinerWeb-10BT: Refining Web Data with LLM-Based Line-Level Filtering. - Erik Henriksson; Otto Tarkka; Filip Ginter (CoRR, 2025)

OCR Error Post-Correction with LLMs in Historical Documents: No Free Lunches. - Jenna Kanerva; Cassandra Ledins; Siiri Käpyaho; Filip Ginter (CoRR, 2025)

Semantic search as extractive paraphrase span detection. - Jenna Kanerva; Hanna Kitti; Li-Hsin Chang; Teemu Vahtola; Mathias Creutz; Filip Ginter (Lang. Resour. Evaluation, 2025)

Creating a Historical Migration Dataset from Finnish Church Records, 1800-1920. - Ari Vesalainen; Jenna Kanerva; Aida Nitsch; Kiia Korsu; Ilari Larkiola; Laura Ruotsalainen; Filip Ginter (CoRR, 2025)