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NLP-Challenges.md

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Applied NLP Challenges

All of the following challenges would make the system better and need to be solved in a multilingual manner:

Difficulty

  • Estimating article difficulty level - e.g. CEFR (in progress)
  • Personalizing article difficulty - based on the detailed history
  • Text simplification
  • Automatically detecting learner capability based on their interactions

Better exercises

  • Generating textual-knowledge questions
  • Detecting particle verbs (and similar particles) reliably so we can highlight them correctly when translating

Content Recommendations

  • Fine-grained interest discovery
  • Video / audio recommendations
  • Social media sources (requires a new kind of interaction with the extension)
  • Content-filtering - the student who wanted "not to see articles about people dyeing"
  • Main-content extraction from web articles (the last 5%)

Chat agents

  • that adapt to the current learner level and interests