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Create sanity check pkg #415

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@kaldan007

Description

After spot-checking the final reviewer’s outline annotations, we identified three main types of errors: under-segmentation, over-segmentation, and incorrect segmentation. To prevent these issues, we are extracting error patterns to build a sanity-check package. Annotators will run this tool before submission to generate a report on potential errors, allowing them to fix issues proactively.

Subtask

  • analyze the spot checking report
  • Extract text segment of each error type
  • Extract patterns from each error type
  • Create a rule base pipeline to detect the error type along with text span which is responsible for
  • Create an optional filtering function using LLM to confirm the error
  • Evaluate the pipeline on a benchmark dataset which actually contains error
  • Run on the all the existing annotations to plan the next step

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