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1
The Utility and Interplay of Gazetteers and Entity Segmentation for Named Entity Recognition in English ...
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2
Interpretability Analysis for Named Entity Recognition to Understand System Predictions and How They Can Improve ...
NAACL 2021 2021; Agarwal, Oshin; Nenkova, Ani. - : Underline Science Inc., 2021
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3
The Utility and Interplay of Gazetteers and Entity Segmentation for Named Entity Recognition in English ...
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4
Interpretability Analysis for Named Entity Recognition to Understand System Predictions and How They Can Improve ...
Abstract: Named Entity Recognition systems achieve remarkable performance on domains such as English news. It is natural to ask: What are these models actually learning to achieve this? Are they merely memorizing the names themselves? Or are they capable of interpreting the text and inferring the correct entity type from the linguistic context? We examine these questions by contrasting the performance of several variants of LSTM-CRF architectures for named entity recognition, with some provided only representations of the context as features. We also perform similar experiments for BERT. We find that context representations do contribute to system performance, but that the main factor driving high performance is learning the name tokens themselves. We enlist human annotators to evaluate the feasibility of inferring entity types from the context alone and find that, while people are not able to infer the entity type either for the majority of the errors made by the context-only system, there is some room for ... : Computational Linguistics Journal ...
Keyword: Computation and Language cs.CL; FOS Computer and information sciences
URL: https://dx.doi.org/10.48550/arxiv.2004.04564
https://arxiv.org/abs/2004.04564
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5
Named Person Coreference in English News ...
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6
Combining Lexical and Syntactic Features for Detecting Content-dense Texts in News ...
Yang, Yinfei; Nenkova, Ani. - : arXiv, 2017
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7
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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8
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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9
Verbose, Laconic or Just Right: A Simple Computational Model of Content Appropriateness under Length Constraints
Louis, Annie P; Nenkova, Ani. - : Association for Computational Linguistics, 2014
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10
Prosodic cues for emotion: analysis with discrete characterization of intonation
In: Speech Prosody (2014)
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11
Acoustic and Lexical Representations for Affect Prediction in Spontaneous Conversations
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12
Action Unit Models of Facial Expression of Emotion in the Presence of Speech
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13
Combining Video, Audio and Lexical Indicators of Affect in Spontaneous Conversation via Particle Filtering
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14
Acoustic and Prosodic Correlates of Social Behavior
Gravano, Agustín; Levitan, Rivka; Willson, Laura. - : Proceedings of Interspeech 2011, 2011
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15
Information Status Distinctions and Referring Expressions: An Empirical Study of References to People in News Summaries
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16
Acoustic and Prosodic Correlates of Social Behavior ...
Gravano, Agustín; Levitan, Rivka; Willson, Laura. - : Columbia University, 2011
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17
General Versus Specific Sentences: Automatic Identification and Application to Analysis of News Summaries
In: Technical Reports (CIS) (2011)
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18
Information Status Distinctions and Referring Expressions: An Empirical Study of References to People in News Summaries
In: Departmental Papers (CIS) (2011)
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19
Class-level spectral features for emotion recognition
In: Speech communication. - Amsterdam [u.a.] : Elsevier 52 (2010) 7, 613-625
BLLDB
OLC Linguistik
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20
Automatic evaluation of linguistic quality in multi-document summarization
In: Association for Computational Linguistics. Proceedings of the conference. - Stroudsburg, Penn. : ACL 48 (2010) 1, 544-554
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