2019
DOI: 10.1609/aaai.v33i01.33016578
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Predicting the Argumenthood of English Prepositional Phrases

Abstract: Distinguishing between arguments and adjuncts of a verb is a longstanding, nontrivial problem. In natural language processing, argumenthood information is important in tasks such as semantic role labeling (SRL) and prepositional phrase (PP) attachment disambiguation. In theoretical linguistics, many diagnostic tests for argumenthood exist but they often yield conflicting and potentially gradient results. This is especially the case for syntactically oblique items such as PPs. We propose two PP argumenthood pre… Show more

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Cited by 3 publications
(5 citation statements)
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“…Do What-Pseudoclefting Do so-anaphora does not provide evidence for DAVD as a property of adjunction. However, the closely related do what-pseudoclefting is also widely cited in support of this property and is sometimes claimed to provide more robust support than do so-anaphora does (seeSchütze 1995, Hedberg & DeArmond 2009, Needham & Toivonen 2011, Kim et al 2019, Zyman 2022. In this section, I show that do what-pseudoclefting also fails to provide evidence for DAVD as a property of adjunction.…”
mentioning
confidence: 67%
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“…Do What-Pseudoclefting Do so-anaphora does not provide evidence for DAVD as a property of adjunction. However, the closely related do what-pseudoclefting is also widely cited in support of this property and is sometimes claimed to provide more robust support than do so-anaphora does (seeSchütze 1995, Hedberg & DeArmond 2009, Needham & Toivonen 2011, Kim et al 2019, Zyman 2022. In this section, I show that do what-pseudoclefting also fails to provide evidence for DAVD as a property of adjunction.…”
mentioning
confidence: 67%
“…Hedberg & DeArmond 2009, Needham & Toivonen 2011 or as a gradient distinction (e.g. Forker 2014, Rissman et al 2015, Kim et al 2019. One might suspect that DAVD could be salvaged if stated as a property of one of these more sophisticated approaches.…”
Section: Discussionmentioning
confidence: 99%
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“…The wide adoption of MEBN and its development system makes the proposed syntactico-semantic pattern recognition method to be directly used in existing systems. Attempts for the disambiguation of PP attachment using context aware semantic information have proved to be effective compared to syntactic or text corpus based token embeddings [15][16] [17]. The approach for PP attachment disambiguation discussed in this paper is one such promising approach not requiring the disambiguation method to frequently train on the text corpus.…”
Section: Discussionmentioning
confidence: 99%
“…Following Kim et al (2018), we accounted for individual differences in the use of the Likert scale by z-transforming the 25 judgments for each verb. The statistical analysis was carried out in R (R Core Team 2019), and density plots (as in Figure 1 above) were created using the R packages ggplot2 (Wickham 2016), ggridges (Wilke 2018) and viridis (Garnier 2018).…”
Section: Methodsmentioning
confidence: 99%