Rob van der Goot

2024

Big City Bias: Evaluating the Impact of Metropolitan Size on Computational Job Market Abilities of Language Models

Campanella, C. & van der Goot, R., 1 Mar 2024, Proceedings of the First Workshop on Natural Language Processing for Human Resources (NLP4HR 2024). Hruschka, E., Lake, T., Otani, N. & Mitchell, T. (eds.). St. Julian's, Malta: Association for Computational Linguistics, p. 73-77 5 p.

Research output: Conference Article in Proceeding or Book/Report chapter › Article in proceedings › Research › peer-review

Open Access

Can Humans Identify Domains?

Barrett, M. J., Müller-Eberstein, M., Bassignana, E., Pauli, A. B., Zhang, M. & van der Goot, R., 2024, Proceedings of the 2024 Joint International Conference on Computational Linguistics, Language Resources and Evaluation (LREC-COLING 2024). European Language Resources Association

Research output: Conference Article in Proceeding or Book/Report chapter › Article in proceedings › Research › peer-review

Open Access

Deep Learning-based Computational Job Market Analysis: A Survey on Skill Extraction and Classification from Job Postings

Senger, E., Zhang, M., van der Goot, R. & Plank, B., Mar 2024, 1st Workshop on Natural Language Processing for Human Resources. Association for Computational Linguistics, p. 1–15 15 p.

Research output: Conference Article in Proceeding or Book/Report chapter › Article in proceedings › Research › peer-review

Open Access

EEVEE: An Easy Annotation Tool for Natural Language Processing

Sorensen, A., Peng, S., Plank, B. & Van Der Goot, R., 1 Mar 2024, Proceedings of The 18th Linguistic Annotation Workshop (LAW-XVIII). Henning, S. & Stede, M. (eds.). St. Julians, Malta: Association for Computational Linguistics, p. 216-221 6 p.

Research output: Conference Article in Proceeding or Book/Report chapter › Article in proceedings › Research › peer-review

Enough Is Enough! a Case Study on the Effect of Data Size for Evaluation Using Universal Dependencies

van der Goot, R., Liu, Z. & Müller-Eberstein, M., 1 May 2024, Proceedings of the 2024 Joint International Conference on Computational Linguistics, Language Resources and Evaluation (LREC-COLING 2024). Calzolari, N., Kan, M.-Y., Hoste, V., Lenci, A., Sakti, S. & Xue, N. (eds.). Torino, Italia: ELRA and ICCL, p. 6167-6176 10 p.

Research output: Conference Article in Proceeding or Book/Report chapter › Article in proceedings › Research › peer-review

Open Access

Entity Linking in the Job Market Domain

Zhang, M., van der Goot, R. & Plank, B., Mar 2024, The 18th Conference of the European Chapter of the Association for Computational Linguistics. Association for Computational Linguistics, p. 410–419

Research output: Conference Article in Proceeding or Book/Report chapter › Article in proceedings › Research › peer-review

Open Access

How to Encode Domain Information in Relation Classification

Bassignana, E., Unmack Gascou, V., Nøhr Laustsen, F., Kristensen, G., Haahr Petersen, M., van der Goot, R. & Plank, B., 2024, Proceedings of the 2024 Joint International Conference on Computational Linguistics, Language Resources and Evaluation (LREC-COLING 2024). European Language Resources Association, p. 8301-8306 6 p.

Research output: Conference Article in Proceeding or Book/Report chapter › Article in proceedings › Research › peer-review

Open Access

NNOSE: Nearest Neighbor Occupational Skill Extraction

Zhang, M., van der Goot, R., Kan, M.-Y. & Plank, B., Mar 2024, The 18th Conference of the European Chapter of the Association for Computational Linguistics. Association for Computational Linguistics, p. 589–608

Research output: Conference Article in Proceeding or Book/Report chapter › Article in proceedings › Research › peer-review

Open Access

Slot and Intent Detection Resources for Bavarian and Lithuanian: Assessing Translations vs Natural Queries to Digital Assistants

Winkler, M., Juozapaityte, V., van der Goot, R. & Plank, B., 1 May 2024, Proceedings of the 2024 Joint International Conference on Computational Linguistics, Language Resources and Evaluation (LREC-COLING 2024). Calzolari, N., Kan, M.-Y., Hoste, V., Lenci, A., Sakti, S. & Xue, N. (eds.). Torino, Italia: ELRA and ICCL, p. 14898-14915 18 p.

Research output: Conference Article in Proceeding or Book/Report chapter › Article in proceedings › Research › peer-review

Open Access

Where are we Still Split on Tokenization?

van der Goot, R., 1 Mar 2024, Findings of the Association for Computational Linguistics: EACL 2024. Graham, Y. & Purver, M. (eds.). St. Julian's, Malta: Association for Computational Linguistics, p. 118-137 20 p.

Research output: Conference Article in Proceeding or Book/Report chapter › Article in proceedings › Research › peer-review

Open Access

2023

DanTok: Domain Beats Language for Danish Social Media POS Tagging

Hansen, K. K., Barrett, M. J., Müller-Eberstein, M., Damgaard, C., Eriksen, T. & van der Goot, R., 2023, Proceedings of the 24th Nordic Conference on Computational Linguistics (NoDaLiDa). p. 271–279 9 p.

Research output: Conference Article in Proceeding or Book/Report chapter › Article in proceedings › Research › peer-review

Open Access

ESCOXLM-R: Multilingual Taxonomy-driven Pre-training for the Job Market Domain

Zhang, M., van der Goot, R. & Plank, B., Jul 2023, The 61st Annual Meeting of the Association for Computational Linguistics. Toronto, Canada: Association for Computational Linguistics, Vol. Proceedings of the 61st Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers). p. 11871–11890 20 p.

Research output: Conference Article in Proceeding or Book/Report chapter › Article in proceedings › Research › peer-review

Open Access

Establishing Trustworthiness: Rethinking Tasks and Model Evaluation

Litschko, R., Müller-Eberstein, M., van der Goot, R., Weber-Genzel, L. & Plank, B., 6 Dec 2023, Proceedings of the 2023 Conference on Empirical Methods in Natural Language Processing. Singapore: Association for Computational Linguistics, p. 193-203 10 p.

Research output: Conference Article in Proceeding or Book/Report chapter › Article in proceedings › Research › peer-review

Open Access

Findings of the VarDial Evaluation Campaign 2023

Aepli, N., Çöltekin, Ç., van der Goot, R., Jauhiainen, T., Kazzaz, M., Ljubešic, N., North, K., Plank, B., Scherrer, Y. & Zampieri, M., May 2023, Tenth Workshop on NLP for Similar Languages, Varieties and Dialects (VarDial 2023). Association for Computational Linguistics, p. 251-261 10 p.

Research output: Conference Article in Proceeding or Book/Report chapter › Article in proceedings › Research › peer-review

Open Access

MaChAmp at SemEval-2023 Tasks 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, and 12: On the Effectiveness of Intermediate Training on an Uncurated Collection of Datasets

van der Goot, R., Jul 2023, Proceedings of the 17th International Workshop on Semantic Evaluation (SemEval-2023). Association for Computational Linguistics, p. 230-245

Research output: Conference Article in Proceeding or Book/Report chapter › Article in proceedings › Research › peer-review

Open Access

Multi-CrossRE A Multi-Lingual Multi-Domain Dataset for Relation Extraction

Bassignana, E., Ginter, F., Pyysalo, S., van der Goot, R. & Plank, B., 2023, Proceedings of the 24th Nordic Conference on Computational Linguistics (NoDaLiDa. University of Tartu Library, p. 80 - 85

Research output: Conference Article in Proceeding or Book/Report chapter › Article in proceedings › Research › peer-review

Open Access

Native Language Prediction from Gaze: a Reproducibility Study

Skerath, L., Toborek, P., Zielińska, A., Barrett, M. J. & van der Goot, R., 2023, Proceedings of the 61st Annual Meeting of the Association for Computational Linguistics (Volume 4: Student Research Workshop). p. 152-159 8 p.

Research output: Conference Article in Proceeding or Book/Report chapter › Article in proceedings › Research › peer-review

Open Access

On Language Spaces, Scales and Cross-Lingual Transfer of UD Parsers

Samardžić, T., Gutierrez-Vasques, X., van der Goot, R., Müller-Eberstein, M., Pelloni, O. & Plank, B., Dec 2023, Proceedings of the 26th Conference on Computational Natural Language Learning (CoNLL). Association for Computational Linguistics, Vol. 26. p. 266-281 16 p.

Research output: Conference Article in Proceeding or Book/Report chapter › Article in proceedings › Research › peer-review

Open Access

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Silver Syntax Pre-training for Cross-Domain Relation Extraction

Bassignana, E., Ginter, F., Pyysalo, S., van der Goot, R. & Plank, B., 2023, Findings of the Association for Computational Linguistics: ACL 2023. Association for Computational Linguistics, p. 6984 - 6993

Research output: Conference Article in Proceeding or Book/Report chapter › Article in proceedings › Research › peer-review

Open Access

Subspace Chronicles: How Linguistic Information Emerges, Shifts and Interacts during Language Model Training

Müller-Eberstein, M., van der Goot, R., Plank, B. & Titov, I., 6 Dec 2023, Findings of the Association for Computational Linguistics: EMNLP 2023. Singapore: Association for Computational Linguistics, p. 13190-13208

Research output: Conference Article in Proceeding or Book/Report chapter › Article in proceedings › Research › peer-review

Open Access

2022

Experimental Standards for Deep Learning in Natural Language Processing Research

Ulmer, D. T., Bassignana, E., Müller-Eberstein, M., Varab, D., Zhang, M., van der Goot, R., Hardmeier, C. & Plank, B., 7 Dec 2022, Findings of 2022 Conference on Empirical Methods in Natural Language Processing (EMNLP). 20 p.

Research output: Conference Article in Proceeding or Book/Report chapter › Article in proceedings › Research › peer-review

Open Access

Frustratingly Easy Performance Improvements for Low-resource Setups: A Tale on BERT and Segment Embeddings

van der Goot, R., Müller-Eberstein, M. & Plank, B., 2022, Proceedings of the Language Resources and Evaluation Conference. p. 1418-1427

Research output: Conference Article in Proceeding or Book/Report chapter › Article in proceedings › Research › peer-review

Open Access

Increasing Robustness for Cross-domain Dialogue Act Classification on Social Media Data

Vielsted, M., Wallenius, N. & van der Goot, R., Oct 2022, Proceedings of the Eighth Workshop on Noisy User-generated Text (W-NUT 2022). Association for Computational Linguistics, p. 180-193

Research output: Conference Article in Proceeding or Book/Report chapter › Article in proceedings › Research › peer-review

Open Access

MaChAmp at SemEval-2022 Tasks 2, 3, 4, 6, 10, 11, and 12: Multi-task Multi-lingual Learning for a Pre-selected Set of Semantic Datasets

van der Goot, R., 2022, Proceedings of the 16th International Workshop on Semantic Evaluation (SemEval-2022). Association for Computational Linguistics, p. 1695-1703

Research output: Conference Article in Proceeding or Book/Report chapter › Article in proceedings › Research › peer-review

Open Access

Probing for Labeled Dependency Trees

Müller-Eberstein, M., van der Goot, R. & Plank, B., 2022, Proceedings of the 60th Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers). Association for Computational Linguistics, p. 7711-7726

Research output: Conference Article in Proceeding or Book/Report chapter › Article in proceedings › Research › peer-review

Open Access

Skill Extraction from Job Postings using Weak Supervision

Zhang, M., Jensen, K. N., van der Goot, R. & Plank, B., 19 Sept 2022, RecSys in HR'22: The 2nd Workshop on Recommender Systems for Human Resources, in conjunction with the 16th ACM Conference on Recommender Systems, September 18--23, 2022, Seattle, USA.. CEUR Workshop Proceedings

Research output: Conference Article in Proceeding or Book/Report chapter › Article in proceedings › Research › peer-review

Open Access

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Sort by Structure: Language Model Ranking as Dependency Probing

Müller-Eberstein, M., van der Goot, R. & Plank, B., 2022, Proceedings of the 2022 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies. Association for Computational Linguistics, p. 1296-1307

Research output: Conference Article in Proceeding or Book/Report chapter › Article in proceedings › Research › peer-review

Open Access

Spectral Probing

Müller-Eberstein, M., van der Goot, R. & Plank, B., Dec 2022, Proceedings of the 2022 Conference on Empirical Methods in Natural Language Processing. Abu Dhabi, United Arab Emirates: Association for Computational Linguistics, p. 7730-7741

Research output: Conference Article in Proceeding or Book/Report chapter › Article in proceedings › Research › peer-review

Open Access

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Tafsir Dataset: A Novel Multi-Task Benchmark for Named Entity Recognition and Topic Modeling in Classical Arabic Literature

Ahmed, S., van der Goot, R., Rehman, M., Kruse, C., Özsoy, Ö., Mehler, A. & Roig, G., Oct 2022, Proceedings of the 29th International Conference on Computational Linguistics. p. 3753--3768

Research output: Conference Article in Proceeding or Book/Report chapter › Article in proceedings › Research › peer-review

Open Access

2021

Challenges in Annotating and Parsing Spoken, Code-switched, Frisian-Dutch Data

Braggaar, A. & van der Goot, R., Apr 2021, Proceedings of the Second Workshop on Domain Adaptation for NLP. Association for Computational Linguistics, p. 50-58

Research output: Conference Article in Proceeding or Book/Report chapter › Article in proceedings › Research › peer-review

Open Access

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CL-MoNoise: Cross-lingual Lexical Normalization

van der Goot, R., Oct 2021, Proceedings of the Seventh Workshop on Noisy User-generated Text (W-NUT 2021). Association for Computational Linguistics, p. 510 4 p.

Research output: Conference Article in Proceeding or Book/Report chapter › Article in proceedings › Research › peer-review

Open Access

From Masked Language Modeling to Translation: Non-English Auxiliary Tasks Improve Zero-shot Spoken Language Understanding

van der Goot, R., Sharaf, I., Imankulova, A., Üstün, A., Stepanovic, M., Ramponi, A., Khairunnisa, S. O., Komachi, M. & Plank, B., 2021, Proceedings of NAACL. Association for Computational Linguistics

Research output: Conference Article in Proceeding or Book/Report chapter › Article in proceedings › Research › peer-review

Open Access

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Genre as Weak Supervision for Cross-lingual Dependency Parsing

Müller-Eberstein, M., van der Goot, R. & Plank, B., Nov 2021, Proceedings of the 2021 Conference on Empirical Methods in Natural Language Processing. Online and Punta Cana, Dominican Republic: Association for Computational Linguistics, p. 4786-4802

Research output: Conference Article in Proceeding or Book/Report chapter › Article in proceedings › Research › peer-review

Open Access

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How Universal is Genre in Universal Dependencies?

Müller-Eberstein, M., van der Goot, R. & Plank, B., Dec 2021, Proceedings of the 20th International Workshop on Treebanks and Linguistic Theories (TLT, SyntaxFest 2021). Sofia, Bulgaria: Association for Computational Linguistics, p. 69-85

Research output: Conference Article in Proceeding or Book/Report chapter › Article in proceedings › Research › peer-review

Open Access

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Lexical Normalization for Code-switched Data and its Effect on POS Tagging

van der Goot, R. & Çetinoğlu, Ö., Apr 2021, Proceedings of the 16th Conference of the European Chapter of the Association for Computational Linguistics: Main Volume. Association for Computational Linguistics, p. 2352-2365 13 p.

Research output: Conference Article in Proceeding or Book/Report chapter › Article in proceedings › Research › peer-review

Open Access

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Massive Choice, Ample Tasks (MaChAmp): A Toolkit for Multi-task Learning in NLP

van der Goot, R., Üstün, A., Ramponi, A., Sharaf, I. & Plank, B., 2021, Proceedings of the 16th Conference of the European Chapter of the Association for Computational Linguistics: System Demonstrations. Association for Computational Linguistics, p. 176-197

Research output: Conference Article in Proceeding or Book/Report chapter › Article in proceedings › Research › peer-review

Open Access

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Much Gracias: Semi-supervised Code-switch Detection for Spanish-English: How far can we get?

Iliescu, D.-M., Grand, R., van der Goot, R. & Qirko, S., Jun 2021, Proceedings of the Fifth Workshop on Computational Approaches to Linguistic Code-Switching. Association for Computational Linguistics, p. 65 6 p. (Proceedings of the Fifth Workshop on Computational Approaches to Linguistic Code-Switching).

Research output: Conference Article in Proceeding or Book/Report chapter › Article in proceedings › Research › peer-review

Open Access

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MultiLexNorm: A Shared Task on Multilingual Lexical Normalization

van der Goot, R., Ramponi, A., Zubiaga, A., Plank, B., Muller, B., San Vicente Roncal, I., Ljubešic´, N., Çetinoğlu, Ö., Mahendra, R., Çolakoglu, T., Baldwin, T., Caselli, T. & Sidorenko, W., Nov 2021, Proceedings of the Seventh Workshop on Noisy User-generated Text (W-NUT 2021). Association for Computational Linguistics, p. 493–509 16 p.

Research output: Conference Article in Proceeding or Book/Report chapter › Article in proceedings › Research › peer-review

Open Access

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On the Effectiveness of Dataset Embeddings in Mono-lingual, Multi-lingual and Zero-shot Conditions

van der Goot, R., Üstün, A. & Plank, B., Apr 2021, Proceedings of the Second Workshop on Domain Adaptation for NLP: EACL 2021 workshop. Association for Computational Linguistics, p. 183–194

Research output: Conference Article in Proceeding or Book/Report chapter › Article in proceedings › Research › peer-review

Open Access

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We Need to Talk About train-dev-test Splits

van der Goot, R., Oct 2021, Proceedings of the 2021 Conference on Empirical Methods in Natural Language Processing. Association for Computational Linguistics, p. 4485 9 p.

Research output: Conference Article in Proceeding or Book/Report chapter › Article in proceedings › Research › peer-review

Open Access

2020

Biomedical Event Extraction as Sequence Labeling

Ramponi, A., van der Goot, R., Lombardo, R. & Plank, B., Nov 2020, Conference on Empirical Methods in Natural Language Processing. Association for Computational Linguistics

Research output: Conference Article in Proceeding or Book/Report chapter › Article in proceedings › Research › peer-review

Open Access

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DAN+: Danish Nested Named Entities and Lexical Normalization

Plank, B., Jensen, K. N. & van der Goot, R., Dec 2020, The 28th International Conference on Computational Linguistics. Association for Computational Linguistics, p. 6649–6662

Research output: Conference Article in Proceeding or Book/Report chapter › Article in proceedings › Research › peer-review

Open Access

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NLP North at WNUT-2020 Task 2: Pre-training versus Ensembling for Detection of Informative COVID-19 English Tweets

Møller, A. G., van der Goot, R. & Plank, B., Nov 2020, Proceedings of the Sixth Workshop on Noisy User-generated Text (W-NUT 2020). Association for Computational Linguistics, p. 331-336

Research output: Conference Article in Proceeding or Book/Report chapter › Article in proceedings › Research › peer-review

Open Access

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Norm It! Lexical Normalization for Italian and Its Downstream Effects forDependency Parsing

van der Goot, R., Ramponi, A., Caselli, T., Cafagna, M. & De Mattei, L., May 2020, Proceedings of the Twelfth International Conference on Language Resources and Evaluation (LREC 2020). France: European Language Resources Association, p. 6272–6278

Research output: Conference Article in Proceeding or Book/Report chapter › Article in proceedings › Research › peer-review

Open Access

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Synthetic Data for English Lexical Normalization: How Close Can We Get to Manually Annotated Data?

Dekker, K. & van der Goot, R., May 2020, Proceedings of the Twelfth International Conference on Language Resources and Evaluation (LREC 2020). European Language Resources Association, p. 6300-6309

Research output: Conference Article in Proceeding or Book/Report chapter › Article in proceedings › Research › peer-review

Open Access

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2019

An In-depth Analysis of the Effect of Lexical Normalization on the Dependency Parsing of Social Media

van der Goot, R., Oct 2019, Proceedings of the 5th Workshop on Noisy User-generated Text (W-NUT 2019). Hong Kong, China: Association for Computational Linguistics, p. 115–120 5 p.

Research output: Conference Article in Proceeding or Book/Report chapter › Article in proceedings › Research › peer-review

Open Access

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Rob van der Goot

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