ATOMIC is a crowdsourced commonsense knowledge graph that is used for state-of-the-art commonsense reasoning tasks. In this homework, you will be working with COMET-ATOMIC-2020, a BART transformer model finetuned on an updated version of the original ATOMIC. You will take the information provided to you by COMET-ATOMIC-2020 and structure it into a schema used to track the state of a story.
Go to the colab notebook link above for more information.
HW5_Schemas.ipynb
that runs your COMET-ATOMIC schema. Important: Save the output for the Story Tracking Questions!Submissions should be done on Gradescope.
Jena D. Hwang, Chandra Bhagavatula, Ronan Le Bras, Jeff Da, Keisuke Sakaguchi, Antoine Bosselut, and Yejin Choi, (COMET-)ATOMIC-2020: On Symbolic and Neural Commonsense Knowledge Graphs.
Maarten Sap, Ronan Le Bras, Emily Allaway, Chandra Bhagavatula, Nicholas Lourie, Hannah Rashkin, Brendan Roof, Noah A. Smith, and Yejin Choi, ATOMIC: An Atlas of Machine Commonsense for If-Then Reasoning.
Antoine Bosselut, Hannah Rashkin, Maarten Sap, Chaitanya Malaviya, Asli Celikyilmaz, and Yejin Choi, COMET: Commonsense Transformers for Automatic Knowledge Graph Construction.