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GoEmotions experiment using wristwatch narratives

  • This experiment is described in the blog post "Memories of wristwatches: the emotional measurement"
  • It compares the results of 5 personal narratives about wristwatches and the official descriptions of these watches from the homepages of the producers
  • The experiment uses the Google's "GoEmotions" colab
  • The hypothesis was that the emotional spectrum should differ between the personal and official stories
  • However, the results of the test indicate that the problem might be trickier than initially thought as some of the spectres have perfect match
  • As no Google compute credits were used during the experiment, the method was trained with one epoch only
  • All the results have been normalized to the second decimal place
  • The test data with references is accessible in the "corpus.txt"

Results

Zodiac Sea Wolf

Personal memory Official description
approval: 0.42 curiosity: 0.42
desire: 0.42 annoyance: 0.42
disapproval: 0.42

Vulcain Cricket

Personal memory Official description
admiration: 0.63 gratitude: 0.81
curiosity: 0.43 disgust: 0.63
approval: 0.42 confusion: 0.58

Tudor Submariner (since traded for a Rolex GMT)

Personal memory Official description
approval: 0.42 neutral: 0.51
annoyance: 0.42 annoyance: 0.42
sadness: 0.42 approval: 0.42

Seiko SKX

Personal memory Official description
neutral: 0.45 neutral: 0.49
annoyance: 0.42 annoyance: 0.42
disapproval: 0.49 disapproval: 0.42

Hamilton Neil

Personal memory Official description
neutral: 0.47 neutral: 0.47
approval: 0.42 approval: 0.42
annoyance: 0.42 annoyance: 0.42

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GoEmotions experiment in view of the narratives about wristwatches

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