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Text Summarization Experiments

🧐 This repository is chaotic because it is my first work as a researcher. Sorry for the inconvenience of the unstructured experiment. If you have any questions or something to discuss, feel free to contact me! [email protected]

Experiments 🥼

Index Info Stability
of Code
Experiment1 simple vae-bart All Contributors
Experiment2 simple beta annealing schedule
BART + beta-VAE GRU
All Contributors
Experiment3 beta annealing schedule types
BART + beta-VAE
All Contributors
Experiment4 Freezing, Linear Probing Issue All Contributors
Mini Experiments Fast try!!! All Contributors

Result

The only successful case is [CNN-DM] Additional Path From Encoder and use it only for the First word with Pretrained

Model ROUGE1 ROUGE2 RUOGEL Novel 1 Novel 12 Novel 13
BART 43.45 20.62 40.35 1.62 11.83 21.78
Ours 43.63 20.81 40.3 1.009 7.86 15.32

Check the short paper Encoder_Extract_Transformer.pdf for more information

Update History

  • 12/19 Implementated Inference bart parallel(spped up!)
  • 12/20 Experiment3-Mini2 finished(cyclic annealing)
  • 12/21 Implementated Inference bart vae parallel(spped up!)
  • 12/22 Close experiment3(There was a problem in the model) and make experiment4
  • 12/23 Make Literature Review Category
  • 12/24 Gathered all papers
  • 12/28 Experiment4 setting
  • 2021/01/26 Close the repo

Literature Reviews

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