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1
Pushing on Personality Detection from Verbal Behavior: A Transformer Meets Text Contours of Psycholinguistic Features ...
Abstract: Research at the intersection of personality psychology, computer science, and linguistics has recently focused increasingly on modeling and predicting personality from language use. We report two major improvements in predicting personality traits from text data: (1) to our knowledge, the most comprehensive set of theory-based psycholinguistic features and (2) hybrid models that integrate a pre-trained Transformer Language Model BERT and Bidirectional Long Short-Term Memory (BLSTM) networks trained on within-text distributions ('text contours') of psycholinguistic features. We experiment with BLSTM models (with and without Attention) and with two techniques for applying pre-trained language representations from the transformer model - 'feature-based' and 'fine-tuning'. We evaluate the performance of the models we built on two benchmark datasets that target the two dominant theoretical models of personality: the Big Five Essay dataset and the MBTI Kaggle dataset. Our results are encouraging as our models ... : accepted at WASSA 2022 ...
Keyword: Computation and Language cs.CL; FOS Computer and information sciences
URL: https://dx.doi.org/10.48550/arxiv.2204.04629
https://arxiv.org/abs/2204.04629
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2
Measuring the Impact of (Psycho-)Linguistic and Readability Features and Their Spill Over Effects on the Prediction of Eye Movement Patterns ...
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3
Alzheimer's Disease Detection from Spontaneous Speech through Combining Linguistic Complexity and (Dis)Fluency Features with Pretrained Language Models ...
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4
The Impact of ASR on the Automatic Analysis of Linguistic Complexity and Sophistication in Spontaneous L2 Speech ...
Qiao, Yu; Zhou, Wei; Kerz, Elma. - : arXiv, 2021
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5
Prediction of Listener Perception of Argumentative Speech in a Crowdsourced Dataset Using (Psycho-)Linguistic and Fluency Features ...
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6
FANG-COVID: A new large-scale benchmark dataset for fake news detection in German
Mattern, Justus; Qiao, Yu; Kerz, Elma. - : Association for Computational Linguistics (ACL), 2021
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7
Becoming Linguistically Mature: Modeling English and German Children’s Writing Development Across School Grades ...
Kerz, Elma; Qiao, Yu; Wiechmann, Daniel. - : RWTH Aachen University, 2020
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8
Formulaicity as a determinant of processing efficiency: investigating clause ordering in complex sentences
In: English language and linguistics. - Cambridge : Cambridge Univ. Press 20 (2016) 3, 421-437
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9
CoCoGen - Complexity Contour Generator: Automatic Assessment of Linguistic Complexity Using a Sliding-Window Technique ...
Ströbel, Marcus; Kerz, Elma; Wiechmann, Daniel. - : RWTH Aachen University, 2016
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10
Cue Reliance in L2 Written Production
In: Language learning. - Hoboken, NJ : Wiley 64 (2014) 2, 343-364
OLC Linguistik
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11
The positioning of concessive adverbial clauses in English: assessing the importance of discourse-pragmatic and processing-based constraints
In: English language and linguistics. - Cambridge : Cambridge Univ. Press 17 (2013) 1, 1-23
BLLDB
OLC Linguistik
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12
Introduction to the special issue: Parsimony and redundancy in models of language
In: Language and speech. - London [u.a.] : Sage Publ. 56 (2013) 3, 257-264
BLLDB
OLC Linguistik
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13
Modeling Bilingual Children’s Acquisition of Complex Sentences in German
In: Wiechmann, Daniel; Steinfeld, Judith; & Kerz, Elma. (2013). Modeling Bilingual Children’s Acquisition of Complex Sentences in German. Proceedings of the Cognitive Science Society, 35(35). Retrieved from: http://www.escholarship.org/uc/item/3dt4g42j (2013)
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14
The role of genre in information structuring in English
In: Belgian journal of linguistics. - Amsterdam [u.a.] : Benjamins 26 (2012) 1, 143-159
OLC Linguistik
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15
The aim is to analyze NP : the function of prefabricated chunks in academic texts
In: Distribution and historical change (2009), p. 97-116
MPI für Psycholinguistik
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