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The Reading Machine: a Versatile Framework for Studying Incremental Parsing Strategies ...
The Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing 2021
;
Dary, Franck
;
Nasr, Alexis
. - : Underline Science Inc., 2021
Abstract:
The Reading Machine, is a parsing framework that takes as input raw text and performs six standard nlp tasks: tokenization, pos tagging, morphological analysis, lemmatization, dependency parsing and sentence segmentation. It is built upon Transition Based Parsing, and allows implementing a large number of parsing configurations, among which a fully incremental one. Three case studies are presented to highlight the versatility of the framework. The first one explores whether an incremental parser is able to take into account top-down dependencies (i.e. the influence of high level decisions on low level ones), the second compares the performances of an incremental and a pipe-line architecture and the third quantifies the impact of the right context on the predictions made by an incremental parser. ...
Keyword:
Computational Linguistics
;
Condensed Matter Physics
;
Electromagnetism
;
FOS Physical sciences
;
Information and Knowledge Engineering
;
Neural Network
;
Semantics
URL:
https://dx.doi.org/10.48448/59z7-n721
https://underline.io/lecture/29932-the-reading-machine-a-versatile-framework-for-studying-incremental-parsing-strategies
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