Mikhail Belyaev position held minister of war, country of citizenship Russian Empire, allegiance Russian Empire, date of birth 23 December 1863, date of death 01 January 1918
Mikhail Alekseyevich Belyaev (Russian: ; December 23, 1863 - 1918) was a Russian general of the Infantry, statesman, Chief of Staff of the Imperial Russian Army from August 1, 1914 to August 10, 1916, and was the last Minister of War of the Russian Empire from January 3, 1917 to February 28, 1917.
Shiels Jewellers inception 01 January 1945
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Assassin 's Creed II Roger Craig Smith character role Ezio Auditore da Firenze, Nolan North character role Desmond Miles
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Cyclopites taxon rank Genus
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Confessions from the David Galaxy Affair instance of Film
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The Planets ( 1999 TV series ) publication date 01 January 1999, narrator Samuel West
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Manny Diaz ( California politician ) occupation Politician, position held member of the California State Assembly, date of birth 04 July 1953
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Battle Magic ( novel ) follows Street Magic, genre Novel
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Ty Cobb ( attorney ) occupation Lawyer
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Peter Kelland educated at University of Cambridge
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Potter Cove continent Antarctica
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Tancred Tancredi date of death 09 September 1241
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Stromiecka Wola country Poland, located in the administrative territorial entity Gmina Stromiec
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Agostina Soria sex or gender female, date of birth 09 October 1998
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KXGR located in the administrative territorial entity Colorado
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Ed Herman ( fighter ) occupation mixed martial artist, date of birth 02 October 1980
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1987 Virginia Slims of Dallas point in time 00 1987, country United States, sport Tennis
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Tim Goodbody occupation sailor, date of birth 25 January 1983
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A Way to See in the Dark instance of Album
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Robert G. Greenler field of work Physics
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Russian Love country of origin Finland, inception 00 1986
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Ocean Mercier educated at Victoria University of Wellington
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Moni Ovadia given name Salomone
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Ian Date date of birth 00 1960
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The Lady of Red Butte screenwriter C. Gardner Sullivan, director Victor Schertzinger, publication date 01 January 1919, instance of Film
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The Stag owned by University of Surrey, newspaper format Magazine
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Bel Ami ( 1955 film ) country of origin France, country of origin Austria
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Sarcoplasmic reticulum subclass of Endoplasmic reticulum
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Bolan Boogie record label Fly Records
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Fourier series part of Fourier analysis
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Aransas County Airport located in the administrative territorial entity Texas
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Dyschirius subarcticus taxon rank Species
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Xenoblade Chronicles 2 : Torna -- The Golden Country developer Monolith Soft, publication date 14 September 2018, instance of Expansion pack
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Strictly for Mothers instance of television series
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The Second Wind screenwriter Alain Corneau, director Alain Corneau, publication date 01 January 2007, cast member Daniel Auteuil, cast member Monica Bellucci, instance of Film, genre Crime film
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Karl Munro present in work Coronation Street
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Ninnu Kori cast member Nivetha Thomas
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Morten Gunnar Larsen occupation Pianist, date of birth 01 October 1955, genre Jazz, instrument Piano
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Two Hearts ( story ) World Fantasy Award -- Short Fiction point in time 00 2006, Nebula Award for Best Novelette point in time 00 2006, Nebula Award for Best Novelette point in time 00 2006, Hugo Award for Best Novelette point in time 00 2006, Hugo Award for Best Novelette point in time 00 2006, follows The Last Unicorn, author Peter S. Beagle, genre Fantasy, Nebula Award for Best Novelette winner Peter S. Beagle, Hugo Award for Best Novelette winner Peter S. Beagle
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Hammond -- Harwood House located in the administrative territorial entity Maryland
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Helpston railway station operator Midland Railway
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Paul Quaye position played on team / speciality Midfielder, date of birth 16 September 1995
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Khudadat Rafibeyli child Nigar Rafibeyli
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Sparedrus parent taxon Oedemeridae, taxon rank Genus
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Saint-Augustin ( Paris Métro ) instance of Metro station
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Metula cumingi taxon rank Species
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Povilas Lukšys member of sports team FK Ekranas
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Condrò shares border with San Pier Niceto, shares border with Pace del Mela
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Colorado War participant Cheyenne, participant Arapaho
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Robert Stanfield date of birth 11 April 1914
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Suspiria Franklyn country of citizenship Portugal
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Ramses Lonlack country of citizenship Cameroon
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Mario Milano ( archbishop ) date of birth 23 April 1936
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Caroline M. Solomon employer Gallaudet University
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9 ( Mercyful Fate album ) record label Metal Blade Records, publication date 15 June 1999
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Albert Schwarz occupation Mathematician, occupation university teacher, occupation Physicist, date of birth 24 June 1934, Kazan located in the administrative territorial entity Soviet Union
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Task Force 1-41 Infantry inception 00 1991
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Rama Lakshamana Temple , Baradia country India
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Beneath the Palms on the Blue Sea director Hans Deppe, publication date 00 1957, cast member Bibi Johns, cast member Giulia Rubini, cast member Harald Juhnke, instance of Film, genre Musical film
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Park Mee-kyung country of citizenship South Korea, sport Volleyball, sex or gender female
Park Mee-kyung was part of the South Korea women's national volleyball team.
South West Osborn Island country Australia
South West Osborn Island is an island off the coast of the Kimberley region in Western Australia.
Thomas Hanford date of birth 22 July 1621, date of death 01 January 1693, date of death 04 January 1693
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North Carolina Cabinet part of Government of North Carolina
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Pocono Mountain Lake Estates , Pennsylvania instance of Census-designated place
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Capital and Coast District Health Board country New Zealand, located in the administrative territorial entity Wellington, instance of District health board
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Björnen sover instance of Song
Since Björnen sover became famous, the tune been used for several different lyrics during the span of 200 years, including many children's song.
José Antonio Páez Municipality located in the administrative territorial entity Yaracuy
The municipality is located in southwestern Yaracuy, occupying an area of 135 km ² with a population of 15,101 inhabitants in 2001.
Parque 18 de marzo de 1938 point in time 00 1938
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Fox Volant of the Snowy Mountain author Jin Yong, genre Novel
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Reach for Infinity genre Anthology
In 2015, Reach for Infinity was nominated for a Locus Award for Best Anthology, an Aurealis Award for Best Anthology and the Philip K. Dick Award.
Raniganj Girls ' College instance of University
Raniganj Girls ' College is affiliated to Kazi Nazrul University, Asansol.
Kingdom of Great Britain Sovereign state start time 01 May 1707, Kingdom of England applies to part England, Kingdom of Scotland applies to part Scotland, Kingdom of England applies to part Wales, inception 01 May 1707, contains administrative territorial entity England, contains administrative territorial entity Scotland, contains administrative territorial entity Wales
The state came into being following the Treaty of Union in 1706, ratified by the Acts of Union 1707, which united the kingdoms of England (which included Wales) and Scotland to form a single kingdom encompassing the whole island of Great Britain and Kingdom of Great Britain's outlying islands, with the exception of the Isle of Man and the Channel Islands.
Beverley Peck Johnson occupation Pianist, voice type Soprano, date of birth 12 June 1904, date of death 20 January 2001, employer Juilliard School, employer Manhattan School of Music
Beverley Peck Johnson (sometimes referred to as Beverley Johnson; June 12, 1904 - January 20, 2001) was an American voice teacher, soprano, and pianist who taught on the faculties of several institutions, including Manhattan School of Music and The Juilliard School.
Nagireddypalle country India
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That Cold Day in the Park publication date 01 January 1969, instance of Film
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Raising Asia occupation dancer
The show focuses mainly on Asia's career as a dancer and the repercussions fame can have on a family.
Ethiopia , Be happy instance of National anthem
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Paraloricaria agastor taxon rank Species
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Norman S. Hall occupation Screenwriter, date of birth 21 July 1895, date of death 12 December 1964
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Netai country India, located in the administrative territorial entity Binpur I
Netai is a village in Binpur I CD Block in Jhargram subdivision of Jhargram district in the state of West Bengal, India.
Fillmore , Utah inception 00 1851
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Lucius Jacques Dupré occupation Judge
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Dataset Card for Corpus for Knowledge-Enhanced Language Model Pre-training (KELM)

Dataset Summary

Data-To-Text Generation involves converting knowledge graph (KG) triples of the form (subject, relation, object) into a natural language sentence(s). This dataset consists of English KG data converted into paired natural language text. The generated corpus consists of ∼18M sentences spanning ∼45M triples with ∼1500 distinct relations.

Supported Tasks and Leaderboards

The intended task is data-to-text generation, taking in a knowledge graph tuple and generating a natural language representation from it. Specifically, the data is in the format the authors used to train a seq2seq language model with the tuples concatenated into a single sequence.


The dataset is in English.

Dataset Structure

Data Instances

Each instance consists of one KG triple paired with corresponding natural language.

Data Fields

  • triple: Wikipedia triples of the form <subject> <relation> <object> where some subjects have multiple relations, e.g. <subject> <relation1> <object1> <relation2> <object2> <relation3> <object3>. For more details on how these relations are grouped, please refer to the paper.
  • sentence: The corresponding Wikipedia sentence.

Data Splits

The dataset includes a pre-determined train, validation, and test split.

Dataset Creation

Curation Rationale

The goal of the dataset's curation and the associated modeling work discussed in the paper is to be able to generate natural text from a knowledge graph.

Source Data

Initial Data Collection and Normalization

[More Information Needed]

Who are the source language producers?

The data is sourced from English Wikipedia and it's associated knowledge graph.


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

From the paper:

Wikipedia has documented ideological, gender6, and racial biases in its text. While the KELM corpus may still contain some of these biases, certain types of biases may be reduced.

Other Known Limitations

[More Information Needed]

Additional Information

Dataset Curators

[More Information Needed]

Licensing Information

This dataset has been released under the CC BY-SA 2.0 license.

Citation Information

      title={Large Scale Knowledge Graph Based Synthetic Corpus Generation for Knowledge-Enhanced Language Model Pre-training}, 
      author={Oshin Agarwal and Heming Ge and Siamak Shakeri and Rami Al-Rfou},


Thanks to @joeddav for adding this dataset.

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