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http://hdl.handle.net/10397/101458
| Title: | Are frequent phrases directly retrieved like idioms ? An investigation with self-paced reading and language models | Authors: | Rambelli, G Chersoni, E Senaldi, M Blache, P Lenci, A |
Issue Date: | 2023 | Source: | Proceedings of the 19th Workshop on Multiword Expressions (MWE 2023), Dubrovnik, Croatia, 6 May 2023, p. 87–98 | Abstract: | An open question in language comprehension studies is whether non-compositional multiword expressions like idioms and compositional-but-frequent word sequences are processed differently. Are the latter constructed online, or are instead directly retrieved from the lexicon, with a degree of entrenchment depending on their frequency? In this paper, we address this question with two different methodologies. First, we set up a self-paced reading experiment comparing human reading times for idioms and both highfrequency and low-frequency compositional word sequences. Then, we ran the same experiment using the Surprisal metrics computed with Neural Language Models (NLMs). Our results provide evidence that idiomatic and high-frequency compositional expressions are processed similarly by both humans and NLMs. Additional experiments were run to test the possible factors that could affect the NLMs’ performance. | Publisher: | Association for Computational Linguistics | DOI: | 10.18653/v1/2023.mwe-1.13 | Description: | The 19th Workshop on Multiword Expressions (MWE 2023), May 6 2023, Dubrovnik, Croatia | Rights: | © 2023 Association for Computational Linguistics Materials published in or after 2016 are licensed on a Creative Commons Attribution 4.0 International License. (https://creativecommons.org/licenses/by/4.0/) The following publication Giulia Rambelli, Emmanuele Chersoni, Marco S. G. Senaldi, Philippe Blache, and Alessandro Lenci. 2023. Are Frequent Phrases Directly Retrieved like Idioms? An Investigation with Self-Paced Reading and Language Models. In Proceedings of the 19th Workshop on Multiword Expressions (MWE 2023), pages 87–98, Dubrovnik, Croatia. Association for Computational Linguistics is available at https://doi.org/10.18653/v1/2023.mwe-1.13. |
| Appears in Collections: | Conference Paper |
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|---|---|---|---|---|
| Rambelli_Frequent_Phrases_Directly.pdf | 2.55 MB | Adobe PDF | View/Open |
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