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Automatic Text Simplification for Social Good: Progress and Challenges ...
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What Motivates You? Benchmarking Automatic Detection of Basic Needs from Short Posts ...
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Five Psycholinguistic Characteristics for Better Interaction with Users ...
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Abstract:
When two people pay attention to each other and are interested in what the other has to say or write, they almost instantly adapt their writing/speaking style to match the other. For a successful interaction with a user, chatbots and dialogue systems should be able to do the same. We propose a framework consisting of five psycholinguistic textual characteristics for better human-computer interaction. We describe the annotation processes used for collecting the data, and benchmark five binary classification tasks, experimenting with different training sizes and model architectures. The best architectures noticeably outperform several baselines and achieve macro-averaged F$_1$-scores between 72\% and 96\% depending on the language and the task. The proposed framework proved to be fairly easy to model for various languages even with small amount of manually annotated data if right architectures are used. ... : 26 pages, 4 figures ...
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Keyword:
Computation and Language cs.CL; FOS Computer and information sciences
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URL: https://arxiv.org/abs/2012.09692 https://dx.doi.org/10.48550/arxiv.2012.09692
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CoCo: A tool for automatically assessing conceptual complexity of texts
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When shallow is good enough: Automatic assessment of conceptual text complexity using shallow semantic features
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Automated text simplification as a preprocessing step for machine translation into an under-resourced language
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In: Štajner, Sanja orcid:0000-0002-7780-7035 and Popović, Maja orcid:0000-0001-8234-8745 (2019) Automated text simplification as a preprocessing step for machine translation into an under-resourced language. In: Recent Advances in Natural Language Processing (RANLP 2019), 2-4 Sept 2019, Varna, Bulgaria. (2019)
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A spreading activation framework for tracking conceptual complexity of texts
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Improving machine translation of English relative clauses with automatic text simplification
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In: Štajner, Sanja and Popović, Maja orcid:0000-0001-8234-8745 (2018) Improving machine translation of English relative clauses with automatic text simplification. In: INLG 1st Workshop on Automatic Text Adaptation (ATA 18), 5-8 Nov 2018, Tilburg, Netherlands. (2018)
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A Report on the Complex Word Identification Shared Task 2018 ...
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Word embeddings-based uncertainty detection in financial disclosures
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Automatic detection of uncertain statements in the financial domain
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Automatic assessment of conceptual text complexity using knowledge graphs
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Effects of lexical properties on viewing time per word in autistic and neurotypical readers
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In: 69 ; 1 ; 158 ; 167 (2017)
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Sentence alignment methods for improving text simplification systems
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Leveraging event-based semantics for automated text simplification
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