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synthetic-squad's Issues

Fix Utils

Fix utility for task1, downsample rows for every algorithm

General tasks (report, presentation, uploading code)

  • Error analysis in the report
  • Conclusion in the report
  • Future research/room for improvement in the report
  • Ensure that the tables, diagrams, confusion matrices, etc. are correct and properly labeled
  • Make sure all code and files have been pushed to the GitHub repository
  • Look over the PowerPoint
  • Decide the division of work/whose turn is whose for the presentation

Tf-Idf

  • Write about motivation for Tf-idf in the report (I started a little bit of this already)
  • Create diagram for Tf-idf architecture
  • Add results to the report (tables, confusion matrices)
  • Decide how to summarize results in the PowerPoint

Perplexity

  • Write about motivations for perplexity in the report (I have already started on this a little bit)
  • Create diagram for perplexity architecture
  • Upload perplexity results to the report (tables, confusion matrices)
  • Decide how to summarize these results in the PowerPoint

RoBERTa

  • Check the data and make sure the labels are correct
  • Retrain RoBERTa
  • Get results and upload to report (confusion matrices, tables)
  • Write about results in the PowerPoint

DistilBERT, Linguistic Analysis

  • Retrain DistilBERT (most likely)
  • Remake diagram for BERT models
  • Add results to tables and confusion matrices in the report
  • Finish linguistic analysis
  • Make sure all sources are cited
  • Create section in the PowerPoint to discuss results

add more metrics

  • add overall and granular F1 metric into the evaluation schema.

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