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From Stance to Concern: Adaptation of Propositional Analysis to New Tasks and Domains ...
Abstract: We present a generalized paradigm for adaptation of propositional analysis (predicate-argument pairs) to new tasks and domains. We leverage an analogy between stances (belief-driven sentiment) and concerns (topical issues with moral dimensions/endorsements) to produce an explanatory representation. A key contribution is the combination of semi-automatic resource building for extraction of domain-dependent concern types (with 2-4 hours of human labor per domain) and an entirely automatic procedure for extraction of domain-independent moral dimensions and endorsement values. Prudent (automatic) selection of terms from propositional structures for lexical expansion (via semantic similarity) produces new moral dimension lexicons at three levels of granularity beyond a strong baseline lexicon. We develop a ground truth (GT) based on expert annotators and compare our concern detection output to GT, to yield 231% improvement in recall over baseline, with only a 10% loss in precision. F1 yields 66% improvement over ... : Accepted to Findings of the Association for Computational Linguistics, 2022 ...
Keyword: 68T50; Artificial Intelligence cs.AI; Computation and Language cs.CL; FOS Computer and information sciences; I.2.7
URL: https://arxiv.org/abs/2203.10659
https://dx.doi.org/10.48550/arxiv.2203.10659
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2
Finite-state Model of Shupamem Reduplication ...
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3
Incremental Phrase Structure Generation and a Universal Theory of V2
In: North East Linguistics Society (2020)
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Author Commitment and Social Power: Automatic Belief Tagging to Infer the Social Context of Interactions ...
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5
TAG Parsing with Neural Networks and Vector Representations of Supertags
In: Proceedings of the 2017 Conference on Empirical Methods in Natural Language Processing, ; Conference on Empirical Methods in Natural Language Processing ; https://hal.archives-ouvertes.fr/hal-01771494 ; Conference on Empirical Methods in Natural Language Processing, Sep 2017, Copenhague, Denmark. pp.1712 - 1722 (2017)
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6
Separating Actor-View from Speaker-View Opinion Expressions using Linguistic Features
Wiegand, Michael [Verfasser]; Schulder, Marc [Verfasser]; Ruppenhofer, Josef [Verfasser]. - Mannheim : Institut für Deutsche Sprache, Bibliothek, 2016
DNB Subject Category Language
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7
Opinion Holder and Target Extraction on Opinion Compounds – A Linguistic Approach
Wiegand, Michael [Verfasser]; Bocionek, Christine [Verfasser]; Ruppenhofer, Josef [Verfasser]. - Mannheim : Institut für Deutsche Sprache, Bibliothek, 2016
DNB Subject Category Language
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8
Morphologically Annotated Corpora and Morphological Analyzers for Moroccan and Sanaani Yemeni Arabic
In: 10th Language Resources and Evaluation Conference (LREC 2016) ; https://hal.archives-ouvertes.fr/hal-01349201 ; 10th Language Resources and Evaluation Conference (LREC 2016), May 2016, Portoroz, Slovenia (2016)
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9
Multilingual Spatial Relation and Motion Treebank
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Multilingual Spatial Relation and Motion Treebank ...
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11
Statistical modality tagging from rule-based annotations and crowdsourcing ...
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Conventional Orthography for Dialectal Arabic (CODA): Principles and Guidelines -- Egyptian Arabic - Version 0.7 - March 2012
Habash, Nizar Y.; Diab, Mona T.; Rambow, Owen C.. - : Center for Computational Learning Systems, Columbia University, 2014
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Conventional Orthography for Dialectal Arabic (CODA): Principles and Guidelines -- Egyptian Arabic - Version 0.7 - March 2012 ...
Habash, Nizar Y.; Diab, Mona T.; Rambow, Owen C.. - : Columbia University, 2014
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14
LDC Arabic Treebanks and Associated Corpora: Data Divisions Manual
Diab, Mona T.; Habash, Nizar Y.; Rambow, Owen C.. - : Center for Computational Learning Systems, Columbia University, 2013
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LDC Arabic Treebanks and Associated Corpora: Data Divisions Manual ...
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LDC Arabic Treebanks and Associated Corpora: Data Divisions Manual ...
Diab, Mona T.; Habash, Nizar Y.; Rambow, Owen C.. - : Columbia University, 2013
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Frame-Based Representation of Lexical, Graphical, and Factual Knowledge for Text-to-Scene Generation
Bauer, Daniel; Coyne, Robert Eric; Rambow, Owen C.. - : Concept Types and Frames in Language, Cognition, and Science (CTF), 2012, 2012
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18
Complex Predicates in Arrernte
Dras, Mark; Lareau, François; Börschinger, Benjamin. - : Proceedings of the LFG12 Conference, 2012
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19
The Dependency-Parsed FrameNet Corpus
Bauer, Daniel; Rambow, Owen C.; Fürstenau, Hagen. - : Proceedings of the 8th Language Resources and Evaluation Conference (LREC 2012), 2012
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20
Complex predicates in Arrernte
Dras, Mark; Lareau, François; Börschinger, Benjamin. - : Stanford, CA : CSLI Publications, 2012
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