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21
Enabling Robust Grammatical Error Correction in New Domains: Data Sets, Metrics, and Analyses
In: Transactions of the Association for Computational Linguistics, Vol 7, Pp 551-566 (2019) (2019)
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22
Autosegmental Input Strictly Local Functions
In: Transactions of the Association for Computational Linguistics, Vol 7, Pp 157-168 (2019) (2019)
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23
Still a Pain in the Neck: Evaluating Text Representations on Lexical Composition
In: Transactions of the Association for Computational Linguistics, Vol 7, Pp 403-419 (2019) (2019)
Abstract: Building meaningful phrase representations is challenging because phrase meanings are not simply the sum of their constituent meanings. Lexical composition can shift the meanings of the constituent words and introduce implicit information. We tested a broad range of textual representations for their capacity to address these issues. We found that, as expected, contextualized word representations perform better than static word embeddings, more so on detecting meaning shift than in recovering implicit information, in which their performance is still far from that of humans. Our evaluation suite, consisting of six tasks related to lexical composition effects, can serve future research aiming to improve representations.
Keyword: Computational linguistics. Natural language processing; P98-98.5
URL: https://doi.org/10.1162/tacl_a_00277
https://doaj.org/article/ea01cb2807de42edb32e6cc824d75427
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24
Analysis Methods in Neural Language Processing: A Survey
In: Transactions of the Association for Computational Linguistics, Vol 7, Pp 49-72 (2019) (2019)
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25
Modeling Language Variation and Universals: A Survey on Typological Linguistics for Natural Language Processing
In: Computational Linguistics, Vol 45, Iss 3, Pp 559-601 (2019) (2019)
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26
What Do Language Representations Really Represent?
In: Computational Linguistics, Vol 45, Iss 2, Pp 381-389 (2019) (2019)
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27
CoQA: A Conversational Question Answering Challenge
In: Transactions of the Association for Computational Linguistics, Vol 7, Pp 249-266 (2019) (2019)
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28
Taking MT Evaluation Metrics to Extremes: Beyond Correlation with Human Judgments
In: Computational Linguistics, Vol 45, Iss 3, Pp 515-558 (2019) (2019)
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29
Massively Multilingual Sentence Embeddings for Zero-Shot Cross-Lingual Transfer and Beyond
In: Transactions of the Association for Computational Linguistics, Vol 7, Pp 597-610 (2019) (2019)
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30
GILE: A Generalized Input-Label Embedding for Text Classification
In: Transactions of the Association for Computational Linguistics, Vol 7, Pp 139-155 (2019) (2019)
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31
Neural Models of Text Normalization for Speech Applications
In: Computational Linguistics, Vol 45, Iss 2, Pp 293-337 (2019) (2019)
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32
Bayesian Learning of Latent Representations of Language Structures
In: Computational Linguistics, Vol 45, Iss 2, Pp 199-228 (2019) (2019)
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33
Inherent Disagreements in Human Textual Inferences
In: Transactions of the Association for Computational Linguistics, Vol 7, Pp 677-694 (2019) (2019)
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34
Neural Network Acceptability Judgments
In: Transactions of the Association for Computational Linguistics, Vol 7, Pp 625-641 (2019) (2019)
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35
Weakly Supervised Domain Detection
In: Transactions of the Association for Computational Linguistics, Vol 7, Pp 581-596 (2019) (2019)
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36
Contextualized Translations of Phrasal Verbs with Distributional Compositional Semantics and Monolingual Corpora
In: Computational Linguistics, Vol 45, Iss 3, Pp 395-421 (2019) (2019)
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37
Perturbation Based Learning for Structured NLP Tasks with Application to Dependency Parsing
In: Transactions of the Association for Computational Linguistics, Vol 7, Pp 643-659 (2019) (2019)
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38
Automatic Inference of Sound Correspondence Patterns across Multiple Languages
In: Computational Linguistics, Vol 45, Iss 1, Pp 137-161 (2019) (2019)
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39
Parsing Chinese Sentences with Grammatical Relations
In: Computational Linguistics, Vol 45, Iss 1, Pp 95-136 (2019) (2019)
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40
SECTOR: A Neural Model for Coherent Topic Segmentation and Classification
In: Transactions of the Association for Computational Linguistics, Vol 7, Pp 169-184 (2019) (2019)
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