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 1 | ## Dataset for paper "Towards Explainable NLP: A Generative Explanation Framework for Text Classification"
 2 | 
 3 | ###Datasets
 4 | This repository contains two datasets used in the paper "Towards Explainable NLP: A Generative Explanation Framework for Text Classification". You may download both of the two datasets from [here](https://drive.google.com/open?id=1o_r3D-lngEXPK8mtx8UQCbadR65Ycv5a)
 5 | 
 6 | + PCMag Review Dataset
 7 | This dataset is crawled from the website [PCMag](https://www.pcmag.com/). It is a website providing reviews for electronic products, like laptops, smartphones, cameras and so on. 
 8 | Each item in the dataset consists of three parts: a long review text, three short comments, and an overall rating score for the product. 
 9 |     + Three short comments are summaries of the long review respectively from positive, negative, neutral perspectives.
10 |     + An overall rating score is a number ranging from 0 to 5, and the possible values that the score could be are {1.0, 1.5, 2.0, ..., 5.0}.
11 | 
12 | + Skytrax User Reviews Dataset
13 | This dataset we used in our paper is adapted from the [original version](https://github.com/quankiquanki/skytrax-reviews-dataset). 
14 | Each item in this dataset consists of three parts: a review text, five sub-field scores and an overall rating score. 
15 |     + The five sub-field scores respectively stand for the user’s ratings for seat comfortability, cabin stuff, food, in-flight environment, and ticket value, and each score is an integer between 0 and 5. 
16 |     + The overall score is an integer between 1 and 10.
17 | 
18 | ### Reference
19 | ```
20 | @inproceedings{liu-etal-2019-towards-explainable,
21 |     title = "Towards Explainable {NLP}: A Generative Explanation Framework for Text Classification",
22 |     author = "Liu, Hui  and
23 |       Yin, Qingyu  and
24 |       Wang, William Yang",
25 |     booktitle = "Proceedings of the 57th Conference of the Association for Computational Linguistics",
26 |     month = jul,
27 |     year = "2019",
28 |     address = "Florence, Italy",
29 |     publisher = "Association for Computational Linguistics",
30 |     url = "https://www.aclweb.org/anthology/P19-1560",
31 |     pages = "5570--5581",
32 | }
33 | ```
34 | 
35 | 
36 | 


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