diff --git a/README.md b/README.md index 120d082..bf23f79 100644 --- a/README.md +++ b/README.md @@ -43,11 +43,11 @@ We've provided a starter baseline which trains a logistic regression detector on ### Initial Analysis -![Impact of Document Length](https://i.imgur.com/PZ3GOeS.png) + Shorter documents are harder to detect. Accuracy of detection of a short documents of 500 characters (a long paragraph) is about 15% lower. -![Part of Speech Analysis](https://i.imgur.com/eH9Ogqo.png) + Truncated sampling, which is commonly used for high-quality generations from the GPT-2 model family, results in a shift in the part of speech distribution of the generated text compared to real text. A clear example is the underuse of proper nouns and overuse of pronouns which are more generic. This shift contributes to the 8% to 18% higher detection rate of Top-K samples compared to random samples across models.