000 | 04298nam a22005415i 4500 | ||
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001 | 978-3-031-02182-4 | ||
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007 | cr nn 008mamaa | ||
008 | 220601s2022 sz | s |||| 0|eng d | ||
020 |
_a9783031021824 _9978-3-031-02182-4 |
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024 | 7 |
_a10.1007/978-3-031-02182-4 _2doi |
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050 | 4 | _aQ334-342 | |
050 | 4 | _aTA347.A78 | |
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_aUYQ _2bicssc |
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_aCOM004000 _2bisacsh |
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082 | 0 | 4 |
_a006.3 _223 |
100 | 1 |
_aKlebanov, Beata Beigman. _eauthor. _4aut _4http://id.loc.gov/vocabulary/relators/aut _980729 |
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245 | 1 | 0 |
_aAutomated Essay Scoring _h[electronic resource] / _cby Beata Beigman Klebanov, Nitin Madnani. |
250 | _a1st ed. 2022. | ||
264 | 1 |
_aCham : _bSpringer International Publishing : _bImprint: Springer, _c2022. |
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300 |
_aXX, 294 p. _bonline resource. |
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336 |
_atext _btxt _2rdacontent |
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337 |
_acomputer _bc _2rdamedia |
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338 |
_aonline resource _bcr _2rdacarrier |
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347 |
_atext file _bPDF _2rda |
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490 | 1 |
_aSynthesis Lectures on Human Language Technologies, _x1947-4059 |
|
505 | 0 | _aPreface -- Building an Automated Essay Scoring System -- From Lessons to Guidelines -- Models -- Generic Features -- Genre- and Task-Specific Features -- Automated Scoring Systems: From Prototype to Production -- Evaluating for Real-World Use -- Automated Feedback -- Automated Scoring of Content -- Automated Scoring of Speech -- Fooling the System: Gaming Strategies -- Looking Back, Looking Ahead -- Definitions-in-Context -- Index -- References -- Authors' Biographies. | |
520 | _aThis book discusses the state of the art of automated essay scoring, its challenges and its potential. One of the earliest applications of artificial intelligence to language data (along with machine translation and speech recognition), automated essay scoring has evolved to become both a revenue-generating industry and a vast field of research, with many subfields and connections to other NLP tasks. In this book, we review the developments in this field against the backdrop of Elias Page's seminal 1966 paper titled "The Imminence of Grading Essays by Computer." Part 1 establishes what automated essay scoring is about, why it exists, where the technology stands, and what are some of the main issues. In Part 2, the book presents guided exercises to illustrate how one would go about building and evaluating a simple automated scoring system, while Part 3 offers readers a survey of the literature on different types of scoring models, the aspects of essay quality studied in prior research,and the implementation and evaluation of a scoring engine. Part 4 offers a broader view of the field inclusive of some neighboring areas, and Part \ref{part5} closes with summary and discussion. This book grew out of a week-long course on automated evaluation of language production at the North American Summer School for Logic, Language, and Information (NASSLLI), attended by advanced undergraduates and early-stage graduate students from a variety of disciplines. Teachers of natural language processing, in particular, will find that the book offers a useful foundation for a supplemental module on automated scoring. Professionals and students in linguistics, applied linguistics, educational technology, and other related disciplines will also find the material here useful. | ||
650 | 0 |
_aArtificial intelligence. _93407 |
|
650 | 0 |
_aNatural language processing (Computer science). _94741 |
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650 | 0 |
_aComputational linguistics. _96146 |
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650 | 1 | 4 |
_aArtificial Intelligence. _93407 |
650 | 2 | 4 |
_aNatural Language Processing (NLP). _931587 |
650 | 2 | 4 |
_aComputational Linguistics. _96146 |
700 | 1 |
_aMadnani, Nitin. _eauthor. _4aut _4http://id.loc.gov/vocabulary/relators/aut _980730 |
|
710 | 2 |
_aSpringerLink (Online service) _980731 |
|
773 | 0 | _tSpringer Nature eBook | |
776 | 0 | 8 |
_iPrinted edition: _z9783031001932 |
776 | 0 | 8 |
_iPrinted edition: _z9783031010545 |
776 | 0 | 8 |
_iPrinted edition: _z9783031033100 |
830 | 0 |
_aSynthesis Lectures on Human Language Technologies, _x1947-4059 _980732 |
|
856 | 4 | 0 | _uhttps://doi.org/10.1007/978-3-031-02182-4 |
912 | _aZDB-2-SXSC | ||
942 | _cEBK | ||
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