Tal and Afra discuss the need for better metrics and tools to interpret neural network results, highlighting the importance of understanding these models for cognitive science. Afra suggests a novel approach for analyzing pre-trained language models to uncover encoded linguistic knowledge, fostering discussion and collaboration in the NLP community.
