This repository contains code and data for ACL 2019 paper titled: Relating Simple Sentence Representations in Deep Neural Networks to the Brain

Citation:

@inproceedings{jat-etal-2019-relating,
    title = "Relating Simple Sentence Representations in Deep Neural Networks and the Brain",
    author = "Jat, Sharmistha  and
      Tang, Hao  and
      Talukdar, Partha  and
      Mitchell, Tom",
    booktitle = "Proceedings of the 57th Conference of the Association for Computational Linguistics",
    month = jul,
    year = "2019",
    address = "Florence, Italy",
    publisher = "Association for Computational Linguistics",
    url = "https://www.aclweb.org/anthology/P19-1507",
    pages = "5137--5154"
}

The code and data in this folder accompany paper titled 'Studying Simple Sentence Representations in Deep Neural Networks using Brain Imaging'

Dataset details: Following two sections of the dataset are included in the folder

1. Wiki Data (described in section 2.2 point 1)
2. NELL triple sentence (described in section 2.2 point 2)

Code details:  We include the code for 

1. Simple Language Model (Section 3 point 3)
2. Multitask Language Model (Section 3 point 4)