Update README.md

README.md

@@ -9,51 +9,28 @@ task_categories: question-generation
 task_ids: question-generation
 ---
 
-# Dataset Card for "qg_esquad"
-
-## Table of Contents
-- [Dataset Description](#dataset-description)
-  - [Dataset Summary](#dataset-summary)
-  - [Supported Tasks and Leaderboards](#supported-tasks-and-leaderboards)
-  - [Languages](#languages)
-- [Dataset Structure](#dataset-structure)
-  - [Data Instances](#data-instances)
-  - [Data Fields](#data-fields)
-  - [Data Splits](#data-splits)
-- [Dataset Creation](#dataset-creation)
-  - [Curation Rationale](#curation-rationale)
-  - [Source Data](#source-data)
-  - [Annotations](#annotations)
-  - [Personal and Sensitive Information](#personal-and-sensitive-information)
-- [Considerations for Using the Data](#considerations-for-using-the-data)
-  - [Social Impact of Dataset](#social-impact-of-dataset)
-  - [Discussion of Biases](#discussion-of-biases)
-  - [Other Known Limitations](#other-known-limitations)
-- [Additional Information](#additional-information)
-  - [Dataset Curators](#dataset-curators)
-  - [Licensing Information](#licensing-information)
-  - [Citation Information](#citation-information)
+# Dataset Card for "lmqg/qg_esquad"
 
 ## Dataset Description
 - **Repository:** [https://github.com/asahi417/lm-question-generation](https://github.com/asahi417/lm-question-generation)
-- **Paper:** [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
+- **Paper:** [TBA](TBA)
 - **Point of Contact:** [Asahi Ushio](http://asahiushio.com/)
 
 ### Dataset Summary
-Modified version of [SQuAD-es](https://huggingface.co/datasets/squad_es) for question generation (QG) task.
+This is a subset of [QG-Bench](https://github.com/asahi417/lm-question-generation/blob/master/QG_BENCH.md#datasets), a unified question generation benchmark proposed in
+ ["Generative Language Models for Paragraph-Level Question Generation: A Unified Benchmark and Evaluation, EMNLP 2022 main conference"](paper_link).
+This is a modified version of [SQuAD-es](https://huggingface.co/datasets/squad_es) for question generation (QG) task.
 Since the original dataset only contains training/validation set, we manually sample test set from training set, which
 has no overlap in terms of the paragraph with the training set.
 
 ### Supported Tasks and Leaderboards
-* `question-generation`: The dataset can be used to train a model for question generation.
-  Success on this task is typically measured by achieving a high BLEU4/METEOR/ROUGE-L score.
+* `question-generation`: The dataset is assumed to be used to train a model for question generation.
+  Success on this task is typically measured by achieving a high BLEU4/METEOR/ROUGE-L/BERTScore/MoverScore (see our paper for more in detail).
 
 ### Languages
 Spanish (es)
 
 ## Dataset Structure
-### Data Instances
-#### plain_text
 An example of 'train' looks as follows.
 ```
 {
@@ -66,9 +43,7 @@ An example of 'train' looks as follows.
   'paragraph_sentence': 'En julio de 2002, Beyoncé continuó su carrera como actriz interpretando a Foxxy Cleopatra junto a Mike Myers en la película de comedia, Austin Powers in Goldmember, que pasó su primer fin de semana en la cima de la taquilla de Estados Unidos. Beyoncé lanzó "Work It Out" como el primer sencillo de su álbum de banda sonora que entró en el top ten en el Reino Unido, Noruega y Bélgica. En 2003, Knowles protagonizó junto a Cuba Gooding, Jr. , <hl> en la comedia musical <hl> The Fighting Temptations como Lilly, una madre soltera de quien el personaje de Gooding se enamora. Beyoncé lanzó "Fighting Temptation" como el primer sencillo de la banda sonora de la película, con Missy Elliott, MC Lyte y Free que también se utilizó para promocionar la película. Otra de las contribuciones de Beyoncé a la banda sonora, "Summertime", fue mejor en las listas de Estados Unidos.',
 }
 ```
-### Data Fields
 The data fields are the same among all splits.
-#### plain_text
 - `question`: a `string` feature. 
 - `paragraph`: a `string` feature.
 - `answer`: a `string` feature.
@@ -81,38 +56,25 @@ Each of `paragraph_answer`, `paragraph_sentence`, and `sentence_answer` feature
 but with different information. The `paragraph_answer` and `sentence_answer` features are for answer-aware question generation and 
 `paragraph_sentence` feature is for sentence-aware question generation.
 
-### Data Splits
+## Data Splits
+
+|train|validation|test |
+|----:|---------:|----:|
+|77025|    10570 |10570|
+
 
-|   name   |train|validation|test |
-|----------|----:|---------:|----:|
-|plain_text|77025|    10570 |10570|
+## Citation Information
 
-## Dataset Creation
-### Curation Rationale
-[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
-### Source Data
-#### Initial Data Collection and Normalization
-[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
-#### Who are the source language producers?
-[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
-### Annotations
-#### Annotation process
-[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
-#### Who are the annotators?
-[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
-### Personal and Sensitive Information
-[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
-## Considerations for Using the Data
-### Social Impact of Dataset
-[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
-### Discussion of Biases
-[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
-### Other Known Limitations
-[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
-## Additional Information
-### Dataset Curators
-[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
-### Licensing Information
-Please refer the Licensing Information of the original dataset [here](https://huggingface.co/datasets/squad_es#licensing-information).
-### Citation Information
-[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
+```
+@inproceedings{ushio-etal-2022-generative,
+    title = "{G}enerative {L}anguage {M}odels for {P}aragraph-{L}evel {Q}uestion {G}eneration: {A} {U}nified {B}enchmark and {E}valuation",
+    author = "Ushio, Asahi  and
+        Alva-Manchego, Fernando  and
+        Camacho-Collados, Jose",
+    booktitle = "Proceedings of the 2022 Conference on Empirical Methods in Natural Language Processing",
+    month = dec,
+    year = "2022",
+    address = "Abu Dhabi, U.A.E.",
+    publisher = "Association for Computational Linguistics",
+}
+```