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A Self-Paced Reading Study on Processing Constructions with Different Degrees of Compositionality
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In: The 35th Annual Conference on Human Sentence Processing ; https://hal.archives-ouvertes.fr/hal-03620795 ; The 35th Annual Conference on Human Sentence Processing, Mar 2022, UC Santa Cruz, United States (2022)
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Probing for the Usage of Grammatical Number ...
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Abstract:
A central quest of probing is to uncover how pre-trained models encode a linguistic property within their representations. An encoding, however, might be spurious-i.e., the model might not rely on it when making predictions. In this paper, we try to find encodings that the model actually uses, introducing a usage-based probing setup. We first choose a behavioral task which cannot be solved without using the linguistic property. Then, we attempt to remove the property by intervening on the model's representations. We contend that, if an encoding is used by the model, its removal should harm the performance on the chosen behavioral task. As a case study, we focus on how BERT encodes grammatical number, and on how it uses this encoding to solve the number agreement task. Experimentally, we find that BERT relies on a linear encoding of grammatical number to produce the correct behavioral output. We also find that BERT uses a separate encoding of grammatical number for nouns and verbs. Finally, we identify in ... : ACL 2022 (Main Conference) The discussion section had been inadvertently removed before the article was published on arxiv ...
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Keyword:
Computation and Language cs.CL; FOS Computer and information sciences
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URL: https://arxiv.org/abs/2204.08831
https://dx.doi.org/10.48550/arxiv.2204.08831
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Does BERT really agree ? Fine-grained Analysis of Lexical Dependence on a Syntactic Task ...
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Did the Cat Drink the Coffee? Challenging Transformers with Generalized Event Knowledge
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In: Proceedings of *SEM 2021: The Tenth Joint Conference on Lexical and Computational Semantics ; SEM 2021: The Tenth Joint Conference on Lexical and Computational Semantics ; https://hal.archives-ouvertes.fr/hal-03312774 ; SEM 2021: The Tenth Joint Conference on Lexical and Computational Semantics, Aug 2021, Online, France. pp.1-11, ⟨10.18653/v1/2021.starsem-1.1⟩ (2021)
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Not all arguments are processed equally: a distributional model of argument complexity
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In: ISSN: 1574-020X ; EISSN: 1574-0218 ; Language Resources and Evaluation ; https://hal.archives-ouvertes.fr/hal-03533181 ; Language Resources and Evaluation, Springer Verlag, 2021, 55 (4), pp.873-900. ⟨10.1007/s10579-021-09533-9⟩ (2021)
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Not all arguments are processed equally: a distributional model of argument complexity
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In: Springer Netherlands (2021)
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Decoding Word Embeddings with Brain-Based Semantic Features ...
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Did the Cat Drink the Coffee? Challenging Transformers with Generalized Event Knowledge ...
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A comparative evaluation and analysis of three generations of Distributional Semantic Models ...
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Constructional associations trump lexical associations in processing valency coercion
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Common-Sense and Common-Knowledge. How much do Neural Language Models know about the world?
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In: http://etd.adm.unipi.it/theses/available/etd-03122021-000321/ (2021)
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I neologismi nelle edizioni del 2010 e del 2021 del dizionario "Zingarelli della lingua italiana"
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In: http://etd.adm.unipi.it/theses/available/etd-05102021-214231/ (2021)
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Large-scale Cross-lingual Word Sense Disambiguation using Parallel Corpora
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In: http://etd.adm.unipi.it/theses/available/etd-09112021-110903/ (2021)
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Probing the linguistic knowledge of word embeddings: A case study on colexification
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In: http://etd.adm.unipi.it/theses/available/etd-06212021-172428/ (2021)
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"Love is an open door but not a table". Come uomini e macchine 'comprendono' le metafore lessicalizzate e creative.
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In: http://etd.adm.unipi.it/theses/available/etd-03242021-214055/ (2021)
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Le interpretazioni del concetto di composizionalita' delle espressioni idiomatiche nella letteratura psicolinguistica
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In: http://etd.adm.unipi.it/theses/available/etd-09132021-151853/ (2021)
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