OpenMethods introduction to: The Language Interpretability Tool: Extensible, Interactive Visualizations and Analysis for NLP Models

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  • handle:  10670/1.zpcpxu
  • https://openmethods.dariah.eu/2021/04/29/2008-05122-the-language-interpretability-tool-extensible-interactive-visualizations-and-analysis-for-nlp-models/
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Digital Humanities Visualization NLP Research Techniques Sentiment Analysis Research Activities Interpretation Machine Learning Code Analysis Research Objects Link Modeling Text Data


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Erzsebet Tóth-Czifra, « OpenMethods introduction to: The Language Interpretability Tool: Extensible, Interactive Visualizations and Analysis for NLP Models », OpenMethods: Highlighting Digital Humanities Methods and Tools, ID : 10670/1.zpcpxu


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Introduction: NLP modelling and tasks performed by them are becoming an integral part of our daily realities (everyday or research). A central concern of NLP research is that for many of their users, these models still largely operate as black boxes with limited reflections on why the model makes certain predictions, how their usage is skewed towards certain content types, what are the underlying social, cultural biases etc. The open source Language Interoperability Tool aim to change this for the better and brings transparency to the visualization and understanding of NLP models. The pre-print describing the tool comes with rich documentation and description of the tool (including case studies of different kinds) and gives us an honest SWOT analysis of it.

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