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Semantic properties of English nominal pluralization: Insights from word embeddings ...
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Bilingual and multilingual mental lexicon: a modeling study with Linear Discriminative Learning
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The processing of pseudoword form and meaning in production and comprehension: A computational modeling approach using linear discriminative learning.
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In: Behavior research methods, vol 53, iss 3 (2021)
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Modeling morphology with Linear Discriminative Learning: considerations and design choices ...
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Learning Zero-Shot Multifaceted Visually Grounded Word Embeddings via Multi-Task Training ...
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Abstract:
Language grounding aims at linking the symbolic representation of language (e.g., words) into the rich perceptual knowledge of the outside world. The general approach is to embed both textual and visual information into a common space -the grounded space-confined by an explicit relationship between both modalities. We argue that this approach sacrifices the abstract knowledge obtained from linguistic co-occurrence statistics in the process of acquiring perceptual information. The focus of this paper is to solve this issue by implicitly grounding the word embeddings. Rather than learning two mappings into a joint space, our approach integrates modalities by determining a reversible grounded mapping between the textual and the grounded space by means of multi-task learning. Evaluations on intrinsic and extrinsic tasks show that our embeddings are highly beneficial for both abstract and concrete words. They are strongly correlated with human judgments and outperform previous works on a wide range of benchmarks. ... : To be published in the 25th Conference on Computational Natural Language Learning (CoNLL 2021) ...
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Keyword:
Computation and Language cs.CL; FOS Computer and information sciences
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URL: https://arxiv.org/abs/2104.07500
https://dx.doi.org/10.48550/arxiv.2104.07500
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Relative functional load determines co-articulatory movements of the tongue tip ...
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Relative functional load determines co-articulatory movements of the tongue tip ...
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Vector Space Morphology with Linear Discriminative Learning ...
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| 11 |
A note on the modeling of the effects of experimental time in psycholinguistic experiments ...
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| 12 |
Modeling Morphology With Linear Discriminative Learning: Considerations and Design Choices
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In: Front Psychol (2021)
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| 13 |
Learning Zero-Shot Multifaceted Visually Grounded Word Embeddings via Multi-Task Training
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| 14 |
Deconfounding the effects of competition and attrition on dialect across the lifespan : a panel study investigation of Swabian
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| 15 |
Bilingual and Multilingual Mental Lexicon: A Modeling Study With Linear Discriminative Learning
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Analyzing phonetic data with generalized additive mixed models
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Phonetic effects of morphology and context : modeling the duration of word-final S in English with naïve discriminative learning
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Variation Within Idiomatic Variation: Exploring the Differences Between Speakers and Idioms
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| 20 |
Modeling Morphological Priming in German With Naive Discriminative Learning
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In: Frontiers in Communication ; 5 (2020). - 17. - Frontiers Media. - eISSN 2297-900X (2020)
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