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JustCorrect: Intelligent Post Hoc Text Correction Techniques on Smartphones.

Wenzhe Cui1, Suwen Zhu1, Mingrui Ray Zhang2

  • 1Department of Computer Science, Stony Brook University, Stony Brook, NY, United States.

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Summary
This summary is machine-generated.

JustCorrect is a new smartphone technique that simplifies text correction by automatically detecting and fixing errors as users type. This intelligent post hoc text correction method reduces correction time, making mobile typing faster and more efficient.

Keywords:
Human-centered computing → Human computer interaction (HCI)Interaction techniquesText entryerror correctionsmartphones

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Area of Science:

  • Human-Computer Interaction
  • Mobile Computing
  • Natural Language Processing

Background:

  • Text correction on mobile devices is challenging due to inefficient cursor navigation.
  • Existing post hoc text correction methods often require manual intervention.

Purpose of the Study:

  • To introduce JustCorrect, an intelligent post hoc text correction technique for smartphones.
  • To bypass tedious manual navigation steps for faster error correction.

Main Methods:

  • Developed a correction algorithm inferring user intent from the last typed word.
  • Evaluated both tap and gesture input modalities for the JustCorrect technique.
  • Integrated JustCorrect into a soft keyboard for user studies.

Main Results:

  • User studies demonstrated JustCorrect reduces text correction time by 12.8% compared to the stock Android keyboard.
  • JustCorrect showed a 9.7% improvement over the "Type, then Correct" technique.
  • Both tap and gesture inputs were found suitable for JustCorrect.

Conclusions:

  • JustCorrect offers an intelligent and automatic solution for mobile text error correction.
  • The technique significantly enhances user experience by reducing correction time.
  • JustCorrect complements existing methods, improving overall mobile text input efficiency.