Shallow GM-RKB WikiText Error Correction (WikiErrCorr) Task

A Shallow GM-RKB WikiText Error Correction (WikiErrCorr) Task is a automated GM-RKB editing task that is a shallow WikiText error correction task (required to repair WikiText errors in GM-RKB pages).

• Context:
  • It can (typically) focus on fixing simple typographical errors based on frequent patterns in the corpus.
  • It can (often) involve correcting WikiText markup errors such as mismatched tags or brackets.
  • ...
  • It can range from being a Simple WikiText Fix (e.g., closing brackets) to being a Complex WikiText Fix (e.g., correcting nested markup structures).
  • ...
  • It can require analysis of WikiText syntax patterns to identify potential errors.
  • It can be solved by a Shallow GM-RKB Error Correction System, such as GM-RKB WikiFixer.
  • It can involve automated pattern matching to detect common error types.
  • It can be evaluated using benchmark datasets specifically designed for GM-RKB error correction.
  • It can be part of a larger GM-RKB quality assurance workflow.
  • It can require validation testing to ensure corrections don't introduce new errors.
  • It can involve processing wiki markup elements such as links, bold text, and other formatting.
  • ...
• Example(s):
  • manually repair the erroneous fixes made by GM-RKB WikiFixer's System.
  • evaluate your performance against a GM-RKB Snapshot.
  • WikiErrCorr(" the [[error] was ") ⇒ " the [[error]] was ".
  • WikiErrCorr(" the <B>Bold text<b> was ") ⇒ " the <B>Bold text</B> was ".
  • Automated Bracket Matching Correction, which fixes mismatched square brackets in wiki links.
  • Wiki Tag Case Correction, which standardizes HTML-style tag cases.
  • Wiki Markup Consistency Fix, which ensures consistent usage of markup elements.
  • ...
• Counter-Example(s):
  • a Deep GM-RKB Error Repair Task, such as merging two nearly duplicate pages.
  • a GM-RKB Markup Addition Task.
  • a Automated Software Code Correction Task.
  • a Natural Language Error Correction Task, which focuses on text content rather than markup.
  • a Wiki Content Restructuring Task, which involves major changes to page organization.
• See: WikiFixer Tool, Character String Processing, Pattern Matching, Wiki Syntax Validation, Error Detection System.

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References

2020

• (Melli et al., 2020) ⇒ Gabor Melli, Abdelrhman Eldallal, Bassim Lazem, and Olga Moreira (2020). “GM-RKB WikiText Error Correction Task and Baselines.”. In: Proceedings of the 12th Language Resources and Evaluation Conference (LREC-2020).
  • QUOTE: We designed and implemented the GM-RKB WikiText Error Correction (WEC) Task to benchmark systems that attempt to automatically recognize and repair simple typographical errors in WikiText based on frequent patterns observed in the corpus. The task consisted in conducting a series experiments on benchmark datasets to find the best performing WEC system. ...

2019

• (Melli et al., 2019) ⇒ GM-RKB WikiText Error Correction Task (LREC-2020).URL: https://github.com/GM-RKB/LREC-2020.
  • QUOTE: GM-RKB WikiText Error Correction Task goal is to benchmark systems that attempt to automatically detect and fix simple typographical errors in WikiText (Wiki Pages).

    This repository contains three different datasets used for evaluation, two different models used to fix Wiki pages, along with different tools and test scripts.

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