Data Card.

README.md

@@ -36,7 +36,7 @@ You can find the main data card on the [GEM Website](https://gem-benchmark.com/d
 
 ### Dataset Summary 
 
-Placeholder
+WikiCatSum is an English summarization dataset in three domains: animals, companies, and film. It provides multiple paragraphs of text paired with a summary of the paragraphs.
 
 You can load the dataset via:
 ```
@@ -46,10 +46,10 @@ data = datasets.load_dataset('GEM/wiki_cat_sum')
 The data loader can be found [here](https://huggingface.co/datasets/GEM/wiki_cat_sum).
 
 #### website
-https://github.com/lauhaide/WikiCatSum
+[Github](https://github.com/lauhaide/WikiCatSum)
 
 #### paper
-https://arxiv.org/abs/1906.04687
+[Arxiv](https://arxiv.org/abs/1906.04687)
 
 #### authors
 Laura Perez-Beltrachini, Yang Liu, Mirella Lapata (University of Edinburgh) Peter J. Liu, Mohammad Saleh, Etienne Pot, Ben Goodrich, Ryan Sepassi, Lukasz Kaiser, Noam Shazeer (GoogleBrain)
@@ -62,24 +62,25 @@ Laura Perez-Beltrachini, Yang Liu, Mirella Lapata (University of Edinburgh) Pete
 
 <!-- info: What is the webpage for the dataset (if it exists)? -->
 <!-- scope: telescope -->
-https://github.com/lauhaide/WikiCatSum
+[Github](https://github.com/lauhaide/WikiCatSum)
 
 #### Download
 
 <!-- info: What is the link to where the original dataset is hosted? -->
 <!-- scope: telescope -->
-https://datashare.ed.ac.uk/handle/10283/3368
+[Website](https://datashare.ed.ac.uk/handle/10283/3368)
 
 #### Paper
 
 <!-- info: What is the link to the paper describing the dataset (open access preferred)? -->
 <!-- scope: telescope -->
-https://arxiv.org/abs/1906.04687
+[Arxiv](https://arxiv.org/abs/1906.04687)
 
 #### BibTex
 
 <!-- info: Provide the BibTex-formatted reference for the dataset. Please use the correct published version (ACL anthology, etc.) instead of google scholar created Bibtex. -->
 <!-- scope: microscope -->
+```
 @inproceedings{perez-beltrachini-etal-2019-generating,
     title = "Generating Summaries with Topic Templates and Structured Convolutional Decoders",
     author = "Perez-Beltrachini, Laura  and
@@ -93,6 +94,7 @@ https://arxiv.org/abs/1906.04687
     url = "https://aclanthology.org/P19-1504",
     doi = "10.18653/v1/P19-1504",
 }
+```
 
 #### Contact Name
 
@@ -196,10 +198,31 @@ Ronald Cardenas (University of Edinburgh) Laura Perez-Beltrachini (University of
 
 <!-- info: List and describe the fields present in the dataset. -->
 <!-- scope: telescope -->
-id: ID of the data example 
-title: Is the Wikipedia article's title
-paragraphs: Is the ranked list of paragraphs from the set of crawled texts
-summary: Is constituted by a list of sentences together with their corresponding topic label
+- `id`: ID of the data example 
+- `title`: Is the Wikipedia article's title
+- `paragraphs`: Is the ranked list of paragraphs from the set of crawled texts
+- `summary`: Is constituted by a list of sentences together with their corresponding topic label
+
+#### Example Instance
+
+<!-- info: Provide a JSON formatted example of a typical instance in the dataset. -->
+<!-- scope: periscope -->
+This is a truncated example from the animal setting: 
+
+```
+{'gem_id': 'animal-train-1',
+ 'gem_parent_id': 'animal-train-1',
+ 'id': '2652',
+ 'paragraphs': ["lytrosis (hulst) of louisiana vernon antoine brou jr. 2005. southern lepidopterists' news, 27: 7 ., ..."],
+ 'references': ['lytrosis unitaria , the common lytrosis moth, is a species of moth of the geometridae family. it is found in north america, including arkansas, georgia, iowa , massachusetts, and wisconsin. the wingspan is about 50 mm. the larvae feed on rosa, crataegus, amelanchier, acer, quercus and viburnum species.'],
+ 'summary': {'text': ['lytrosis unitaria , the common lytrosis moth , is a species of moth of the geometridae family .',
+   'it is found in north america , including arkansas , georgia , iowa , massachusetts , new hampshire , new jersey , new york , north carolina , ohio , oklahoma , ontario , pennsylvania , south carolina , tennessee , texas , virginia , west virginia and wisconsin .',
+   'the wingspan is about 50 mm .',
+   'the larvae feed on rosa , crataegus , amelanchier , acer , quercus and viburnum species . '],
+  'topic': [29, 20, 9, 8]},
+ 'target': 'lytrosis unitaria , the common lytrosis moth, is a species of moth of the geometridae family. it is found in north america, including arkansas, georgia, iowa , massachusetts, and wisconsin. the wingspan is about 50 mm. the larvae feed on rosa, crataegus, amelanchier, acer, quercus and viburnum species.',
+ 'title': 'lytrosis unitaria'}
+```
 
 #### Data Splits
 
@@ -211,7 +234,7 @@ Nb of instances in train/valid/test are 50,938/2,855/2,831
 
 <!-- info: Describe any criteria for splitting the data, if used. If there are differences between the splits (e.g., if the training annotations are machine-generated and the dev and test ones are created by humans, or if different numbers of annotators contributed to each example), describe them here. -->
 <!-- scope: microscope -->
-iid
+The data was split i.i.d., i.e. uniformly split into training, validation, and test datasets.
 
 
 
@@ -278,21 +301,14 @@ no
 
 <!-- info: Getting started with in-depth research on the task. Add relevant pointers to resources that researchers can consult when they want to get started digging deeper into the task. -->
 <!-- scope: microscope -->
-Generating Wikipedia by Summarizing Long Sequences
-https://arxiv.org/abs/1801.10198
-
-Generating Summaries with Topic Templates and Structured Convolutional Decoders
-https://arxiv.org/abs/1906.04687
-
-Noisy Self-Knowledge Distillation for Text Summarization
-https://arxiv.org/abs/2009.07032
+- [Generating Wikipedia by Summarizing Long Sequences](https://arxiv.org/abs/1801.10198)
+- [Generating Summaries with Topic Templates and Structured Convolutional Decoders](https://arxiv.org/abs/1906.04687)
+- [Noisy Self-Knowledge Distillation for Text Summarization](https://arxiv.org/abs/2009.07032)
 
 And all references in these papers.
 
 
 
-
-
 ## Previous Results
 
 ### Previous Results

wiki_cat_sum.json

@@ -74,7 +74,7 @@
       "additional-splits-capacicites": "N/A"
     },
     "starting": {
-      "research-pointers": "Generating Wikipedia by Summarizing Long Sequences\nhttps://arxiv.org/abs/1801.10198\n\nGenerating Summaries with Topic Templates and Structured Convolutional Decoders\nhttps://arxiv.org/abs/1906.04687\n\nNoisy Self-Knowledge Distillation for Text Summarization\nhttps://arxiv.org/abs/2009.07032\n\nAnd all references in these papers.\n\n"
+      "research-pointers": "- [Generating Wikipedia by Summarizing Long Sequences](https://arxiv.org/abs/1801.10198)\n- [Generating Summaries with Topic Templates and Structured Convolutional Decoders](https://arxiv.org/abs/1906.04687)\n- [Noisy Self-Knowledge Distillation for Text Summarization](https://arxiv.org/abs/2009.07032)\n\nAnd all references in these papers."
     }
   },
   "results": {
@@ -127,10 +127,10 @@
       "has-leaderboard": "no",
       "leaderboard-url": "N/A",
       "leaderboard-description": "N/A",
-      "website": "https://github.com/lauhaide/WikiCatSum",
-      "data-url": "https://datashare.ed.ac.uk/handle/10283/3368",
-      "paper-url": "https://arxiv.org/abs/1906.04687",
-      "paper-bibtext": "@inproceedings{perez-beltrachini-etal-2019-generating,\n    title = \"Generating Summaries with Topic Templates and Structured Convolutional Decoders\",\n    author = \"Perez-Beltrachini, Laura  and\n      Liu, Yang  and\n      Lapata, Mirella\",\n    booktitle = \"Proceedings of the 57th Annual Meeting of the Association for Computational Linguistics\",\n    month = jul,\n    year = \"2019\",\n    address = \"Florence, Italy\",\n    publisher = \"Association for Computational Linguistics\",\n    url = \"https://aclanthology.org/P19-1504\",\n    doi = \"10.18653/v1/P19-1504\",\n}",
+      "website": "[Github](https://github.com/lauhaide/WikiCatSum)",
+      "data-url": "[Website](https://datashare.ed.ac.uk/handle/10283/3368)",
+      "paper-url": "[Arxiv](https://arxiv.org/abs/1906.04687)",
+      "paper-bibtext": "```\n@inproceedings{perez-beltrachini-etal-2019-generating,\n    title = \"Generating Summaries with Topic Templates and Structured Convolutional Decoders\",\n    author = \"Perez-Beltrachini, Laura  and\n      Liu, Yang  and\n      Lapata, Mirella\",\n    booktitle = \"Proceedings of the 57th Annual Meeting of the Association for Computational Linguistics\",\n    month = jul,\n    year = \"2019\",\n    address = \"Florence, Italy\",\n    publisher = \"Association for Computational Linguistics\",\n    url = \"https://aclanthology.org/P19-1504\",\n    doi = \"10.18653/v1/P19-1504\",\n}\n```",
       "contact-name": "Laura Perez-Beltrachini",
       "contact-email": "[email protected]"
     },
@@ -157,9 +157,13 @@
       "gem-added-by": "Ronald Cardenas (University of Edinburgh) Laura Perez-Beltrachini (University of Edinburgh) "
     },
     "structure": {
-      "data-fields": "id: ID of the data example \ntitle: Is the Wikipedia article's title\nparagraphs: Is the ranked list of paragraphs from the set of crawled texts\nsummary: Is constituted by a list of sentences together with their corresponding topic label",
+      "data-fields": "- `id`: ID of the data example \n- `title`: Is the Wikipedia article's title\n- `paragraphs`: Is the ranked list of paragraphs from the set of crawled texts\n- `summary`: Is constituted by a list of sentences together with their corresponding topic label",
       "structure-splits": "Nb of instances in train/valid/test are 50,938/2,855/2,831",
-      "structure-splits-criteria": "iid"
+      "structure-splits-criteria": "The data was split i.i.d., i.e. uniformly split into training, validation, and test datasets.",
+      "structure-example": "This is a truncated example from the animal setting: \n\n```\n{'gem_id': 'animal-train-1',\n 'gem_parent_id': 'animal-train-1',\n 'id': '2652',\n 'paragraphs': [\"lytrosis (hulst) of louisiana vernon antoine brou jr. 2005. southern lepidopterists' news, 27: 7 ., ...\"],\n 'references': ['lytrosis unitaria , the common lytrosis moth, is a species of moth of the geometridae family. it is found in north america, including arkansas, georgia, iowa , massachusetts, and wisconsin. the wingspan is about 50 mm. the larvae feed on rosa, crataegus, amelanchier, acer, quercus and viburnum species.'],\n 'summary': {'text': ['lytrosis unitaria , the common lytrosis moth , is a species of moth of the geometridae family .',\n   'it is found in north america , including arkansas , georgia , iowa , massachusetts , new hampshire , new jersey , new york , north carolina , ohio , oklahoma , ontario , pennsylvania , south carolina , tennessee , texas , virginia , west virginia and wisconsin .',\n   'the wingspan is about 50 mm .',\n   'the larvae feed on rosa , crataegus , amelanchier , acer , quercus and viburnum species . '],\n  'topic': [29, 20, 9, 8]},\n 'target': 'lytrosis unitaria , the common lytrosis moth, is a species of moth of the geometridae family. it is found in north america, including arkansas, georgia, iowa , massachusetts, and wisconsin. the wingspan is about 50 mm. the larvae feed on rosa, crataegus, amelanchier, acer, quercus and viburnum species.',\n 'title': 'lytrosis unitaria'}\n```"
+    },
+    "what": {
+      "dataset": "WikiCatSum is an English summarization dataset in three domains: animals, companies, and film. It provides multiple paragraphs of text paired with a summary of the paragraphs."
     }
   }
 }