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Towards Interactive Language Modeling ...
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Language Models Use Monotonicity to Assess NPI Licensing ...
Abstract: We investigate the semantic knowledge of language models (LMs), focusing on (1) whether these LMs create categories of linguistic environments based on their semantic monotonicity properties, and (2) whether these categories play a similar role in LMs as in human language understanding, using negative polarity item licensing as a case study. We introduce a series of experiments consisting of probing with diagnostic classifiers (DCs), linguistic acceptability tasks, as well as a novel DC ranking method that tightly connects the probing results to the inner workings of the LM. By applying our experimental pipeline to LMs trained on various filtered corpora, we are able to gain stronger insights into the semantic generalizations that are acquired by these models. ... : Published in ACL Findings 2021 ...
Keyword: Computation and Language cs.CL; FOS Computer and information sciences
URL: https://dx.doi.org/10.48550/arxiv.2105.13818
https://arxiv.org/abs/2105.13818
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Language Modelling as a Multi-Task Problem ...
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How BPE Affects Memorization in Transformers ...
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Causal Transformers Perform Below Chance on Recursive Nested Constructions, Unlike Humans ...
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Sparse Interventions in Language Models with Differentiable Masking ...
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7
Language Models Use Monotonicity to Assess NPI Licensing ...
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8
Generalising to German Plural Noun Classes, from the Perspective of a Recurrent Neural Network ...
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Masked Language Modeling and the Distributional Hypothesis: Order Word Matters Pre-training for Little ...
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10
Mechanisms for Handling Nested Dependencies in Neural-Network Language Models and Humans ...
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11
Assessing incrementality in sequence-to-sequence models ...
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12
Compositionality decomposed: how do neural networks generalise? ...
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13
Formal models of structure building in music, language, and animal song
In: The origins of musicality (Cambridge, 2018), p. 253-286
MPI für Psycholinguistik
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14
Under the Hood: Using Diagnostic Classifiers to Investigate and Improve how Language Models Track Agreement Information ...
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15
Do Language Models Understand Anything? On the Ability of LSTMs to Understand Negative Polarity Items ...
Jumelet, Jaap; Hupkes, Dieuwke. - : arXiv, 2018
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16
The time course of verb processing in Dutch sentences
In: Journal of psycholinguistic research. - New York, NY ; London [u.a.] : Springer 38 (2009) 3, 181-199
BLLDB
OLC Linguistik
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17
Auditory Sentence Processing an Introduction
In: Journal of psycholinguistic research. - New York, NY ; London [u.a.] : Springer 38 (2009) 3, 177-180
OLC Linguistik
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18
The Time Course of Verb Processing in Dutch Sentences
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19
Verbs in spoken sentence processing : unraveling the activation pattern of the matrix verb
Goede, Dieuwke de. - Groningen : Rijksuniversiteit Groningen, 2006
MPI für Psycholinguistik
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20
The time course of verb processing in Dutch sentences
In: http://www.cogsci.northwestern.edu/cogsci2004/papers/paper389.pdf (2004)
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