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Classical Search Optimizations for Entity-Linking AI Systems Through Wikipedia

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Optimized Entity Linking Through Wikipedia

CS182

Final Project

License

MIT License

Issues

Please report any bugs or requests that you have using the GitHub issue tracker!

Development

If you wish to contribute, first make your changes. Then submit a pull request

Problems to be solved:

GetSuccessors:

  • Given a word and the rest of the paragraph, how can we get a set of potentially accurat links describing that noun?
  • Simply go to disambiguation page for that noun

Which words in an input should we choose to link? Given two links, how related are they? Given a word and a link, how related is the word to that link? (how many times does word appear in linked page?) Given a list of possible states (return value of GetSuccessors) how can we filter the results to relate to the original input?

Search Formalism

  • States: List of keywords with their assigned links
  • Actions: Assign one link

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