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High-dimensional distributed semantic spaces for utterances ...
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How Lexical Gold Standards Have Effects On The Usefulness Of Text Analysis Tools For Digital Scholarship ...
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Text Mining for Processing Interview Data in Computational Social Science ...
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Abstract:
We use commercially available text analysis technology to process interview text data from a computational social science study. We find that topical clustering and terminological enrichment provide for convenient exploration and quantification of the responses. This makes it possible to generate and test hypotheses and to compare textual and non-textual variables, and saves analyst effort. We encourage studies in social science to use text analysis, especially for exploratory open-ended studies. We discuss how replicability requirements are met by text analysis technology. We note that the most recent learning models are not designed with transparency in mind, and that research requires a model to be editable and its decisions to be explainable. The tools available today, such as the one used in the present study, are not built for processing interview texts. While many of the variables under consideration are quantifiable using lexical statistics, we find that some interesting and potentially valuable ...
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Keyword:
Computation and Language cs.CL; FOS Computer and information sciences
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URL: https://dx.doi.org/10.48550/arxiv.2011.14037 https://arxiv.org/abs/2011.14037
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A proposal to use distributional models to analyse dolphin vocalization
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The Language of Smell: Connecting Linguistic and Psychophysical Properties of Odor Descriptors ...
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Inferring the location of authors from words in their texts ...
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New Measures to Investigate Term Typology by Distributional Data
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Semantic Space Models for Profiling Reputation of Corporate Entities
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CLEF 2012: Information Access meets Multilinguality, Multimodality, and Visual Analytics
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Report on the Fourth Workshop on Exploiting Semantic Annotations in Information Retrieval (ESAIR 11)
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Technical Requirements For Knowledge Representation For Attitude Mining On A Realistic Scale
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Features for modelling characteristics of conversations : Notebook for PAN at CLEF 2012
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Frontiers, Challenges, and Opportunities for Information Retrieval – Report from SWIRL 2012, The Second Strategic Workshop on Information Retrieval in Lorne
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Profiling Reputation of Corporate Entities in Semantic Space : Notebook for RepLab at CLEF 2012
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Report on the Third Workshop on Exploiting Semantic Annotations in Information Retrieval (ESAIR), Toronto, Canada
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