Datasets:
blimp

Task Categories: text-classification
Languages: English
Multilinguality: monolingual
Size Categories: 10K<n<100K
Language Creators: machine-generated
Annotations Creators: crowdsourced
Source Datasets: original
Licenses: unknown
Dataset Preview
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sentence_good (string)sentence_bad (string)field (string)linguistics_term (string)UID (string)simple_LM_method (bool)one_prefix_method (bool)two_prefix_method (bool)lexically_identical (bool)pair_id (int32)
"Who should Derek hug after shocking Richard?"
"Who should Derek hug Richard after shocking?"
"syntax"
"island_effects"
"adjunct_island"
true
false
false
true
0
"What had Theresa walked through while talking about that high school?"
"What had Theresa walked through that high school while talking about?"
"syntax"
"island_effects"
"adjunct_island"
true
false
false
true
1
"Who will Katherine discover without hiring Erin?"
"Who will Katherine discover Erin without hiring?"
"syntax"
"island_effects"
"adjunct_island"
true
false
false
true
2
"Who has Colleen aggravated before kissing Judy?"
"Who has Colleen aggravated Judy before kissing?"
"syntax"
"island_effects"
"adjunct_island"
true
false
false
true
3
"What could a lot of cats break while finding all convertibles?"
"What could a lot of cats break all convertibles while finding?"
"syntax"
"island_effects"
"adjunct_island"
true
false
false
true
4
"Who have most people discovered while embarrassing Erin?"
"Who have most people discovered Erin while embarrassing?"
"syntax"
"island_effects"
"adjunct_island"
true
false
false
true
5
"Who was William firing before talking about Maria?"
"Who was William firing Maria before talking about?"
"syntax"
"island_effects"
"adjunct_island"
true
false
false
true
6
"What is Denise descending while hiding a lot of hills?"
"What is Denise descending a lot of hills while hiding?"
"syntax"
"island_effects"
"adjunct_island"
true
false
false
true
7
"Who does John leave while alarming Beverly?"
"Who does John leave Beverly while alarming?"
"syntax"
"island_effects"
"adjunct_island"
true
false
false
true
8
"What was Melanie going to after taking those rivers?"
"What was Melanie going to those rivers after taking?"
"syntax"
"island_effects"
"adjunct_island"
true
false
false
true
9
"Who could Bethany research before discussing Winston Churchill?"
"Who could Bethany research Winston Churchill before discussing?"
"syntax"
"island_effects"
"adjunct_island"
true
false
false
true
10
"What could Jessica sell before noticing these spotlights?"
"What could Jessica sell these spotlights before noticing?"
"syntax"
"island_effects"
"adjunct_island"
true
false
false
true
11
"What had Helen biked to without bothering Spain?"
"What had Helen biked to Spain without bothering?"
"syntax"
"island_effects"
"adjunct_island"
true
false
false
true
12
"Who is Mary irritating after approaching Kenneth?"
"Who is Mary irritating Kenneth after approaching?"
"syntax"
"island_effects"
"adjunct_island"
true
false
false
true
13
"Who might Rose flee from before returning to this customer?"
"Who might Rose flee from this customer before returning to?"
"syntax"
"island_effects"
"adjunct_island"
true
false
false
true
14
"What will Janice research after boasting about politics?"
"What will Janice research politics after boasting about?"
"syntax"
"island_effects"
"adjunct_island"
true
false
false
true
15
"Who had Karla aggravated without finding Donald?"
"Who had Karla aggravated Donald without finding?"
"syntax"
"island_effects"
"adjunct_island"
true
false
false
true
16
"Who should a government reference before shocking Jesus?"
"Who should a government reference Jesus before shocking?"
"syntax"
"island_effects"
"adjunct_island"
true
false
false
true
17
"What had Aaron sounded like while cleaning the museum?"
"What had Aaron sounded like the museum while cleaning?"
"syntax"
"island_effects"
"adjunct_island"
true
false
false
true
18
"What is Brenda arriving at while exiting many schools?"
"What is Brenda arriving at many schools while exiting?"
"syntax"
"island_effects"
"adjunct_island"
true
false
false
true
19
"Who is a window hurting without disturbing Sabrina?"
"Who is a window hurting Sabrina without disturbing?"
"syntax"
"island_effects"
"adjunct_island"
true
false
false
true
20
"Who had Jesus bothered after leaving Lori?"
"Who had Jesus bothered Lori after leaving?"
"syntax"
"island_effects"
"adjunct_island"
true
false
false
true
21
"Who are a lot of hamsters disgusting while finding Ronald?"
"Who are a lot of hamsters disgusting Ronald while finding?"
"syntax"
"island_effects"
"adjunct_island"
true
false
false
true
22
"Who could Amelia leave while appreciating Paul?"
"Who could Amelia leave Paul while appreciating?"
"syntax"
"island_effects"
"adjunct_island"
true
false
false
true
23
"What have many ladies dropped by without talking about all malls?"
"What have many ladies dropped by all malls without talking about?"
"syntax"
"island_effects"
"adjunct_island"
true
false
false
true
24
"What is Larry dropping by after lifting a grocery store?"
"What is Larry dropping by a grocery store after lifting?"
"syntax"
"island_effects"
"adjunct_island"
true
false
false
true
25
"Who is that student hugging before stunning Catherine?"
"Who is that student hugging Catherine before stunning?"
"syntax"
"island_effects"
"adjunct_island"
true
false
false
true
26
"Who were those schools appreciating without scaring Alice?"
"Who were those schools appreciating Alice without scaring?"
"syntax"
"island_effects"
"adjunct_island"
true
false
false
true
27
"What did Dan sell after revealing some plane?"
"What did Dan sell some plane after revealing?"
"syntax"
"island_effects"
"adjunct_island"
true
false
false
true
28
"What had Marcus climbed down before buying many mountains?"
"What had Marcus climbed down many mountains before buying?"
"syntax"
"island_effects"
"adjunct_island"
true
false
false
true
29
"What has Jacqueline scanned before revealing that report?"
"What has Jacqueline scanned that report before revealing?"
"syntax"
"island_effects"
"adjunct_island"
true
false
false
true
30
"Who is Tanya returning to while astounding Donald?"
"Who is Tanya returning to Donald while astounding?"
"syntax"
"island_effects"
"adjunct_island"
true
false
false
true
31
"Who had Kirsten referenced without boring Liam?"
"Who had Kirsten referenced Liam without boring?"
"syntax"
"island_effects"
"adjunct_island"
true
false
false
true
32
"What are some drivers touring after going to every hill?"
"What are some drivers touring every hill after going to?"
"syntax"
"island_effects"
"adjunct_island"
true
false
false
true
33
"Who would Mark visit while kissing Marla?"
"Who would Mark visit Marla while kissing?"
"syntax"
"island_effects"
"adjunct_island"
true
false
false
true
34
"What is Scott cleaning after cleaning a pie?"
"What is Scott cleaning a pie after cleaning?"
"syntax"
"island_effects"
"adjunct_island"
true
false
false
true
35
"Who has some doctor listened to after firing that actress?"
"Who has some doctor listened to that actress after firing?"
"syntax"
"island_effects"
"adjunct_island"
true
false
false
true
36
"Who has that lady approached after alarming Ellen?"
"Who has that lady approached Ellen after alarming?"
"syntax"
"island_effects"
"adjunct_island"
true
false
false
true
37
"What can Randolf bike to before discussing the lakes?"
"What can Randolf bike to the lakes before discussing?"
"syntax"
"island_effects"
"adjunct_island"
true
false
false
true
38
"What had some senator toured before hiding those cafes?"
"What had some senator toured those cafes before hiding?"
"syntax"
"island_effects"
"adjunct_island"
true
false
false
true
39
"Who was Eric impressing without admiring Christina?"
"Who was Eric impressing Christina without admiring?"
"syntax"
"island_effects"
"adjunct_island"
true
false
false
true
40
"What do most drivers climb up without noticing most hills?"
"What do most drivers climb up most hills without noticing?"
"syntax"
"island_effects"
"adjunct_island"
true
false
false
true
41
"Who had Gregory worked with while noticing Julie?"
"Who had Gregory worked with Julie while noticing?"
"syntax"
"island_effects"
"adjunct_island"
true
false
false
true
42
"Who was Rose astounding while hiding many waiters?"
"Who was Rose astounding many waiters while hiding?"
"syntax"
"island_effects"
"adjunct_island"
true
false
false
true
43
"What is Karen researching before walking through that mountain?"
"What is Karen researching that mountain before walking through?"
"syntax"
"island_effects"
"adjunct_island"
true
false
false
true
44
"Who could Dana boast about after disturbing Brenda?"
"Who could Dana boast about Brenda after disturbing?"
"syntax"
"island_effects"
"adjunct_island"
true
false
false
true
45
"What was this bird aggravating before annoying every hospital?"
"What was this bird aggravating every hospital before annoying?"
"syntax"
"island_effects"
"adjunct_island"
true
false
false
true
46
"Who had Colleen known after concealing Stephen?"
"Who had Colleen known Stephen after concealing?"
"syntax"
"island_effects"
"adjunct_island"
true
false
false
true
47
"What are these customers arriving at without alarming Spain?"
"What are these customers arriving at Spain without alarming?"
"syntax"
"island_effects"
"adjunct_island"
true
false
false
true
48
"What has Angela admired while cleaning shoes?"
"What has Angela admired shoes while cleaning?"
"syntax"
"island_effects"
"adjunct_island"
true
false
false
true
49
"What is Becky selling before noticing some hospital?"
"What is Becky selling some hospital before noticing?"
"syntax"
"island_effects"
"adjunct_island"
true
false
false
true
50
"Who had many cashiers concealed after investigating Nina?"
"Who had many cashiers concealed Nina after investigating?"
"syntax"
"island_effects"
"adjunct_island"
true
false
false
true
51
"Who had Melanie admired before listening to Chad?"
"Who had Melanie admired Chad before listening to?"
"syntax"
"island_effects"
"adjunct_island"
true
false
false
true
52
"Who does Bethany visit before scaring Amanda?"
"Who does Bethany visit Amanda before scaring?"
"syntax"
"island_effects"
"adjunct_island"
true
false
false
true
53
"What is Tiffany exiting before climbing down the mountain?"
"What is Tiffany exiting the mountain before climbing down?"
"syntax"
"island_effects"
"adjunct_island"
true
false
false
true
54
"Who had Susan insulted without boring Heather?"
"Who had Susan insulted Heather without boring?"
"syntax"
"island_effects"
"adjunct_island"
true
false
false
true
55
"Who has Curtis noticed while investigating Steve?"
"Who has Curtis noticed Steve while investigating?"
"syntax"
"island_effects"
"adjunct_island"
true
false
false
true
56
"Who has Kayla disliked after disgusting Derek?"
"Who has Kayla disliked Derek after disgusting?"
"syntax"
"island_effects"
"adjunct_island"
true
false
false
true
57
"What is Martin skated around without buying these hospitals?"
"What is Martin skated around these hospitals without buying?"
"syntax"
"island_effects"
"adjunct_island"
true
false
false
true
58
"What was Beth dropping by after bringing all glaciers?"
"What was Beth dropping by all glaciers after bringing?"
"syntax"
"island_effects"
"adjunct_island"
true
false
false
true
59
"Who had Rhonda distracted while finding Chad?"
"Who had Rhonda distracted Chad while finding?"
"syntax"
"island_effects"
"adjunct_island"
true
false
false
true
60
"What has Bethany driven to before biking to a lot of hills?"
"What has Bethany driven to a lot of hills before biking to?"
"syntax"
"island_effects"
"adjunct_island"
true
false
false
true
61
"Who have the slopes hurt before disgusting a lot of adults?"
"Who have the slopes hurt a lot of adults before disgusting?"
"syntax"
"island_effects"
"adjunct_island"
true
false
false
true
62
"What will Brad wear before noticing these scarves?"
"What will Brad wear these scarves before noticing?"
"syntax"
"island_effects"
"adjunct_island"
true
false
false
true
63
"What had Steven boycotted before running around the art gallery?"
"What had Steven boycotted the art gallery before running around?"
"syntax"
"island_effects"
"adjunct_island"
true
false
false
true
64
"Who do the Borgias like before aggravating Mark?"
"Who do the Borgias like Mark before aggravating?"
"syntax"
"island_effects"
"adjunct_island"
true
false
false
true
65
"What had the patients resembled without hiding most sketches?"
"What had the patients resembled most sketches without hiding?"
"syntax"
"island_effects"
"adjunct_island"
true
false
false
true
66
"Who would Jesus hug without discovering Bradley?"
"Who would Jesus hug Bradley without discovering?"
"syntax"
"island_effects"
"adjunct_island"
true
false
false
true
67
"Who has Mark sounded like before finding that doctor?"
"Who has Mark sounded like that doctor before finding?"
"syntax"
"island_effects"
"adjunct_island"
true
false
false
true
68
"Who has Rebecca fled from without listening to Kirsten?"
"Who has Rebecca fled from Kirsten without listening to?"
"syntax"
"island_effects"
"adjunct_island"
true
false
false
true
69
"Who was Ellen escaping from before curing Julia?"
"Who was Ellen escaping from Julia before curing?"
"syntax"
"island_effects"
"adjunct_island"
true
false
false
true
70
"What does Travis fix after breaking every carriage?"
"What does Travis fix every carriage after breaking?"
"syntax"
"island_effects"
"adjunct_island"
true
false
false
true
71
"What might Tanya walk through after hiding every cafe?"
"What might Tanya walk through every cafe after hiding?"
"syntax"
"island_effects"
"adjunct_island"
true
false
false
true
72
"What has Ella brought after finding all icicles?"
"What has Ella brought all icicles after finding?"
"syntax"
"island_effects"
"adjunct_island"
true
false
false
true
73
"What was Valerie selling after climbing down some slope?"
"What was Valerie selling some slope after climbing down?"
"syntax"
"island_effects"
"adjunct_island"
true
false
false
true
74
"What could Douglas bike to without admiring every mountain?"
"What could Douglas bike to every mountain without admiring?"
"syntax"
"island_effects"
"adjunct_island"
true
false
false
true
75
"What would those teenagers research before boycotting some malls?"
"What would those teenagers research some malls before boycotting?"
"syntax"
"island_effects"
"adjunct_island"
true
false
false
true
76
"What can Dan clean before cleaning every screen?"
"What can Dan clean every screen before cleaning?"
"syntax"
"island_effects"
"adjunct_island"
true
false
false
true
77
"Who would Deborah see while hugging Christina?"
"Who would Deborah see Christina while hugging?"
"syntax"
"island_effects"
"adjunct_island"
true
false
false
true
78
"Who can Gregory talk about before hugging Emily?"
"Who can Gregory talk about Emily before hugging?"
"syntax"
"island_effects"
"adjunct_island"
true
false
false
true
79
"What should Elaine argue about before admiring books?"
"What should Elaine argue about books before admiring?"
"syntax"
"island_effects"
"adjunct_island"
true
false
false
true
80
"What had Jason dropped by before selling those schools?"
"What had Jason dropped by those schools before selling?"
"syntax"
"island_effects"
"adjunct_island"
true
false
false
true
81
"What will the guys notice before shocking a lot of museums?"
"What will the guys notice a lot of museums before shocking?"
"syntax"
"island_effects"
"adjunct_island"
true
false
false
true
82
"Who could Monet worry while thinking about Dana?"
"Who could Monet worry Dana while thinking about?"
"syntax"
"island_effects"
"adjunct_island"
true
false
false
true
83
"Who could Thomas observe without distracting Peter?"
"Who could Thomas observe Peter without distracting?"
"syntax"
"island_effects"
"adjunct_island"
true
false
false
true
84
"Who has Suzanne admired after scaring Connie?"
"Who has Suzanne admired Connie after scaring?"
"syntax"
"island_effects"
"adjunct_island"
true
false
false
true
85
"Who can some closets disgust without shocking that dancer?"
"Who can some closets disgust that dancer without shocking?"
"syntax"
"island_effects"
"adjunct_island"
true
false
false
true
86
"Who has Bruce annoyed while investigating Kevin?"
"Who has Bruce annoyed Kevin while investigating?"
"syntax"
"island_effects"
"adjunct_island"
true
false
false
true
87
"What was Bethany lifting without returning to these cafes?"
"What was Bethany lifting these cafes without returning to?"
"syntax"
"island_effects"
"adjunct_island"
true
false
false
true
88
"What should Wendy boycott after questioning every hospital?"
"What should Wendy boycott every hospital after questioning?"
"syntax"
"island_effects"
"adjunct_island"
true
false
false
true
89
"What are these pedestrians selling after finding that bird?"
"What are these pedestrians selling that bird after finding?"
"syntax"
"island_effects"
"adjunct_island"
true
false
false
true
90
"What is Laurie buying before cleaning the car?"
"What is Laurie buying the car before cleaning?"
"syntax"
"island_effects"
"adjunct_island"
true
false
false
true
91
"What does Matt embarrass before bothering every legislature?"
"What does Matt embarrass every legislature before bothering?"
"syntax"
"island_effects"
"adjunct_island"
true
false
false
true
92
"What have some drivers worn without finding a shawl?"
"What have some drivers worn a shawl without finding?"
"syntax"
"island_effects"
"adjunct_island"
true
false
false
true
93
"Who can Kimberley help before healing Martin?"
"Who can Kimberley help Martin before healing?"
"syntax"
"island_effects"
"adjunct_island"
true
false
false
true
94
"Who have most students distracted before impressing Marla?"
"Who have most students distracted Marla before impressing?"
"syntax"
"island_effects"
"adjunct_island"
true
false
false
true
95
"What was Dawn boycotting after describing public parks?"
"What was Dawn boycotting public parks after describing?"
"syntax"
"island_effects"
"adjunct_island"
true
false
false
true
96
"Who was Cynthia observing while thinking about Rose?"
"Who was Cynthia observing Rose while thinking about?"
"syntax"
"island_effects"
"adjunct_island"
true
false
false
true
97
"What do many fish break before breaking the truck?"
"What do many fish break the truck before breaking?"
"syntax"
"island_effects"
"adjunct_island"
true
false
false
true
98
"Who was Ann thinking about without distracting some cashiers?"
"Who was Ann thinking about some cashiers without distracting?"
"syntax"
"island_effects"
"adjunct_island"
true
false
false
true
99
End of preview (truncated to 100 rows)

Dataset Card for "blimp"

Dataset Summary

BLiMP is a challenge set for evaluating what language models (LMs) know about major grammatical phenomena in English. BLiMP consists of 67 sub-datasets, each containing 1000 minimal pairs isolating specific contrasts in syntax, morphology, or semantics. The data is automatically generated according to expert-crafted grammars.

Supported Tasks and Leaderboards

More Information Needed

Languages

More Information Needed

Dataset Structure

Data Instances

adjunct_island

  • Size of downloaded dataset files: 0.34 MB
  • Size of the generated dataset: 0.16 MB
  • Total amount of disk used: 0.50 MB

An example of 'train' looks as follows.

{
    "UID": "tough_vs_raising_1",
    "field": "syntax_semantics",
    "lexically_identical": false,
    "linguistics_term": "control_raising",
    "one_prefix_method": false,
    "pair_id": 2,
    "sentence_bad": "Benjamin's tutor was certain to boast about.",
    "sentence_good": "Benjamin's tutor was easy to boast about.",
    "simple_LM_method": true,
    "two_prefix_method": false
}

anaphor_gender_agreement

  • Size of downloaded dataset files: 0.42 MB
  • Size of the generated dataset: 0.13 MB
  • Total amount of disk used: 0.54 MB

An example of 'train' looks as follows.

{
    "UID": "tough_vs_raising_1",
    "field": "syntax_semantics",
    "lexically_identical": false,
    "linguistics_term": "control_raising",
    "one_prefix_method": false,
    "pair_id": 2,
    "sentence_bad": "Benjamin's tutor was certain to boast about.",
    "sentence_good": "Benjamin's tutor was easy to boast about.",
    "simple_LM_method": true,
    "two_prefix_method": false
}

anaphor_number_agreement

  • Size of downloaded dataset files: 0.43 MB
  • Size of the generated dataset: 0.13 MB
  • Total amount of disk used: 0.56 MB

An example of 'train' looks as follows.

{
    "UID": "tough_vs_raising_1",
    "field": "syntax_semantics",
    "lexically_identical": false,
    "linguistics_term": "control_raising",
    "one_prefix_method": false,
    "pair_id": 2,
    "sentence_bad": "Benjamin's tutor was certain to boast about.",
    "sentence_good": "Benjamin's tutor was easy to boast about.",
    "simple_LM_method": true,
    "two_prefix_method": false
}

animate_subject_passive

  • Size of downloaded dataset files: 0.44 MB
  • Size of the generated dataset: 0.14 MB
  • Total amount of disk used: 0.58 MB

An example of 'train' looks as follows.

{
    "UID": "tough_vs_raising_1",
    "field": "syntax_semantics",
    "lexically_identical": false,
    "linguistics_term": "control_raising",
    "one_prefix_method": false,
    "pair_id": 2,
    "sentence_bad": "Benjamin's tutor was certain to boast about.",
    "sentence_good": "Benjamin's tutor was easy to boast about.",
    "simple_LM_method": true,
    "two_prefix_method": false
}

animate_subject_trans

  • Size of downloaded dataset files: 0.41 MB
  • Size of the generated dataset: 0.12 MB
  • Total amount of disk used: 0.54 MB

An example of 'train' looks as follows.

{
    "UID": "tough_vs_raising_1",
    "field": "syntax_semantics",
    "lexically_identical": false,
    "linguistics_term": "control_raising",
    "one_prefix_method": false,
    "pair_id": 2,
    "sentence_bad": "Benjamin's tutor was certain to boast about.",
    "sentence_good": "Benjamin's tutor was easy to boast about.",
    "simple_LM_method": true,
    "two_prefix_method": false
}

Data Fields

The data fields are the same among all splits.

adjunct_island

  • sentence_good: a string feature.
  • sentence_bad: a string feature.
  • field: a string feature.
  • linguistics_term: a string feature.
  • UID: a string feature.
  • simple_LM_method: a bool feature.
  • one_prefix_method: a bool feature.
  • two_prefix_method: a bool feature.
  • lexically_identical: a bool feature.
  • pair_id: a int32 feature.

anaphor_gender_agreement

  • sentence_good: a string feature.
  • sentence_bad: a string feature.
  • field: a string feature.
  • linguistics_term: a string feature.
  • UID: a string feature.
  • simple_LM_method: a bool feature.
  • one_prefix_method: a bool feature.
  • two_prefix_method: a bool feature.
  • lexically_identical: a bool feature.
  • pair_id: a int32 feature.

anaphor_number_agreement

  • sentence_good: a string feature.
  • sentence_bad: a string feature.
  • field: a string feature.
  • linguistics_term: a string feature.
  • UID: a string feature.
  • simple_LM_method: a bool feature.
  • one_prefix_method: a bool feature.
  • two_prefix_method: a bool feature.
  • lexically_identical: a bool feature.
  • pair_id: a int32 feature.

animate_subject_passive

  • sentence_good: a string feature.
  • sentence_bad: a string feature.
  • field: a string feature.
  • linguistics_term: a string feature.
  • UID: a string feature.
  • simple_LM_method: a bool feature.
  • one_prefix_method: a bool feature.
  • two_prefix_method: a bool feature.
  • lexically_identical: a bool feature.
  • pair_id: a int32 feature.

animate_subject_trans

  • sentence_good: a string feature.
  • sentence_bad: a string feature.
  • field: a string feature.
  • linguistics_term: a string feature.
  • UID: a string feature.
  • simple_LM_method: a bool feature.
  • one_prefix_method: a bool feature.
  • two_prefix_method: a bool feature.
  • lexically_identical: a bool feature.
  • pair_id: a int32 feature.

Data Splits

name train
adjunct_island 1000
anaphor_gender_agreement 1000
anaphor_number_agreement 1000
animate_subject_passive 1000
animate_subject_trans 1000

Dataset Creation

Curation Rationale

More Information Needed

Source Data

Initial Data Collection and Normalization

More Information Needed

Who are the source language producers?

More Information Needed

Annotations

Annotation process

More Information Needed

Who are the annotators?

More Information Needed

Personal and Sensitive Information

More Information Needed

Considerations for Using the Data

Social Impact of Dataset

More Information Needed

Discussion of Biases

More Information Needed

Other Known Limitations

More Information Needed

Additional Information

Dataset Curators

More Information Needed

Licensing Information

More Information Needed

Citation Information


@article{warstadt2019blimp,
  title={BLiMP: A Benchmark of Linguistic Minimal Pairs for English},
  author={Warstadt, Alex and Parrish, Alicia and Liu, Haokun and Mohananey, Anhad and Peng, Wei, and Wang, Sheng-Fu and Bowman, Samuel R},
  journal={arXiv preprint arXiv:1912.00582},
  year={2019}
}

Contributions

Thanks to @lhoestq, @patrickvonplaten, @thomwolf for adding this dataset.