BibTeX

@techreport{adesam-etal-2020-swedishglue-299130,
	title        = {SwedishGLUE – Towards a Swedish Test Set for Evaluating Natural Language Understanding Models},
	author       = {Adesam, Yvonne and Berdicevskis, Aleksandrs and Morger, Felix},
	year         = {2020},
	publisher    = {University of Gothenburg},
}

@inProceedings{morger-etal-2022-cross-325984,
	title        = {A Cross-lingual Comparison of Human and Model Relative Word Importance},
	abstract     = {Relative word importance is a key metric for natural language processing. In this work, we compare human and model relative word importance to investigate if pretrained neural language models focus on the same words as humans cross-lingually. We perform an extensive study using several importance metrics (gradient-based saliency and attention-based) in monolingual and multilingual models, including eye-tracking corpora from four languages (German, Dutch, English, and Russian). We find that gradient-based saliency, first-layer attention, and attention flow correlate strongly with human eye-tracking data across all four languages. We further analyze the role of word length and word frequency in determining relative importance and find that it strongly correlates with length and frequency, however, the mechanisms behind these non-linear relations remain elusive. We obtain a cross-lingual approximation of the similarity between human and computational language processing and insights into the usability of several importance metrics.},
	booktitle    = {Proceedings of the 2022 CLASP Conference on (Dis)embodiment, Gothenburg and online 15–16 September 2022 / Simon Dobnik, Julian Grove and Asad Sayeed (eds.)},
	author       = {Morger, Felix and Brandl, Stephanie and Beinborn, Lisa and Hollenstein, Nora},
	year         = {2022},
	publisher    = {Association for Computational Linguistics},
	address      = {Gothenburg, Sweden},
	ISBN         = {978-1-955917-67-4},
}

@misc{ilinykh-etal-2023-proceedings-327035,
	title        = {Proceedings of the Second Workshop on Resources and Representations for Under-Resourced Languages and Domains (RESOURCEFUL-2023), May 22, 2023, Tórshavn, Faroe Islands},
	abstract     = {The second workshop on resources and representations for under-resourced language and domains was
held in Tórshavn, Faroe Islands on May 22nd, 2023. The workshop was conducted in a physical setting,
allowing for potential hybrid participation.
Continuing with the aim of the first edition in 2020, RESOURCEFUL explored the role of the kind and
the quality of resources that are available to us, as well as the challenges and directions for constructing
new resources in light of the latest trends in natural language processing. The workshop has provided
a forum for discussions between the two communities involved in building data-driven and annotation-
driven resources.},
	author       = {Ilinykh, Nikolai and Morger, Felix and Dannélls, Dana and Dobnik, Simon and Megyesi, Beáta and Nivre, Joakim},
	year         = {2023},
	publisher    = {Association for Computational Linguistics},
	address      = {Stroudsburg, PA },
	ISBN         = {978-1-959429-73-9},
}