Scubed at 3C task B - A simple baseline for citation context influence classification

Code

• github.com/napsternxg/citation_context_classification
  OfficialIn papernone★ 2

Abstract

We present our team Scubed’s approach in the 3C Citation Context Classification Task, Subtask B, citation context influence classification. Our approach relies on text based features transformed via tf-idf features followed by training a variety of simple models resulting in a strong baseline. Our best model on the leaderboard is a random forest classifier using only the citation context text. A replication of our analysis finds logistic regression and gradient boosted tree classifier to be the best performing model. Our submission code can be found at: https://github.com/napsternxg/Citation_Context_Classification.

Tasks

Reproductions