Relation Classification via Recurrent Neural Network
Paper • 1508.01006 • Published
Datasets:
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Thom Yorke of Radiohead has included the + for many of his signature distortion sounds using a variety of guitars to achieve various tonal options . | {
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Leland High School is a public high school located in the Almaden Valley in San Jose California USA in the San Jose Unified School District . | {
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The 2008 Ohio Bobcats football team represented Ohio University during the 2008 NCAA Division I FBS football season . | {
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Holy Cross High School is a Catholic secondary school founded in Waterbury Connecticut in 1968 by the Congregation of Holy Cross . | {
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Hastings was unable to confirm news reports that the victim was the state's Democratic Party chairman Bill Gwatney . | {
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Tunisia 's flag carrier Tunisair scored 60 million Tunisian dinars ( 41.15 million US dollars ) in net income in 2009 despite world economic downturn which badly hit air transport industry the company said on Friday . | {
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Of the major RTS losers the state retail-banking giant Sberbank shed 15.19 percent to close at 1.15 dollars while Gazprom lost 10.00 percent to finish at 4.68 dollars and Norilsk Nickel was down 11.11 percent at 64.00 dollars . | {
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De La Salle High School was founded by the Christian Brothers . | {
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The present-day LAC+USC complex is adjacent to the University of Southern California Health Sciences Campus which includes the USC Keck School of Medicine USC School of Pharmacy USC University Hospital and the USC Norris Comprehensive Cancer Center and Hospital . | {
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Voting against the motion to end the debate were 15 Democrats one Independent and 37 Republicans including the minority leader Mitch McConnell of Kentucky . | {
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Dominguez was not hotheaded said Woods a former Arizona attorney general . | {
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On Wednesday Guyana 's President Bharrat Jagdeo publicly questioned why it's taking so long to get its first installment of funds under a $ 250 million forest conservation agreement with Norway . | {
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The final decision on rank which will be made by Navy Secretary Donald C. Winter will affect Stufflebeem's retirement pay . | {
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Jean Charest in Sherbrooke Quebec was one of two Progressive Conservatives left in Parliament and became party leader . | {
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Other leaseholders in the region include Chevron Irving-based Exxon Mobil Devon Energy of Oklahoma City and Anadarko Petroleum in The Woodlands . | {
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The winner was Marilyn Churley of the Ontario New Democratic Party . | {
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The National Football League's New York Giants and New York Jets for example both compete in New Jersey but retain the New York nickname . | {
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On 30 March 2007 Michael Kirby then a judge of the High Court of Australia described Callea as an admirable Australian for coming out . | {
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For the past 3 years the deadCENTER Education program has reached thousands of students around the state partnering with the Chickasaw Nation the Oklahoma Film and Music Office and Oklahoma City Community College to inspire the next generation of filmmakers . | {
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In this capacity he attracted attention by wearing at the court of Napoleon III a simple diplomatic uniform ( for this he was rebuked by U.S. Secretary of State William L. Marcy who had ordered American ministers to wear a plain civilian costume ) and by joining with James Buchanan and Pierre ministers to Great Britain... | {
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Shahjalal University of Science and Technology at Sylhet was named after Hazrat Shah Jalal ( R ) . | {
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She married again on 24 October 1918 to Broadway producer and lyricist E. Ray Goetz who produced many of her Broadway shows ( and whose sister Dorothy Goetz was Irving Berlin 's first wife ) but they divorced in 1929 . | {
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Less than two weeks later on April 24 he recorded two takes of the song at Columbia 's Studio A one of which was selected for the album Freewheelin ' Bob Dylan . | {
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In October 2004 he joined Phonak together with Miguel Perdiguero from Saunier Duval and Hugo and Floyd Landis from Discovery Channel-Berry Floor . | {
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Al Sharpton 's lawyers say a federal probe of the minister 's finances has cleared him of any criminal wrongdoing . | {
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Except for Algeria 's first president in 1962 Ahmed Ben Bella appointed then ousted by the army Bouteflika has been the country's only civilian leader . | {
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Runner-up Erik Segerstedt also signed with Sony BMG and released his first album A Different Shade in February 2007 . | {
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Sivananda Radha formed the Timeless Books http://www.timeless.org/book.html imprint in 1978 and wrote many books of yoga including Kundalini Yoga for the West Hatha Yoga : The Hidden Language The Divine Light Invocation and Mantras : Words of Power . | {
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The Southern African Clothing and Textile Workers Union ( SACTWU ) is the biggest union in the clothing textile and leather industry with more than 100 000 members . | {
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He moved to the USA in 1992 to pursue his dream of running at the NCAA Division I level at Liberty University . | {
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Interior Minister Giuliano Amato told lawmakers on Tuesday that more arrests were likely in Rome after police identify rioters . | {
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The delegation will also lay a wreath on the monument of the Angola 's first president Antonio Agostinho Neto at the Independence Square in the capital as well as pay tribute to the Cuban heroes who died in Angola's civil war in Kwanza Sul province . | {
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Some CRJ flying was done by MidAtlantic as early as 2002 but those airplanes eventually went the US Airways Group subsidiary PSA Airlines . | {
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King was a 1976 graduate of Smith College in Northampton Massachusetts where she majored in theater and Afro-American studies . | {
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The show was broadcast live on ABC and was hosted by James Denton of Desperate Housewives Kate Walsh of Private Practice and Kimberly Williams-Paisley -- Brad Paisley 's wife -- of According to Jim . | {
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Both Ayaka and her husband left their agency and Ayaka's contract with Warner Music Japan ended in March . | {
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But Iceland 's prime minister at the time Geir Haarde blasted the move as an unfriendly act and blamed the decision for inspiring panic that led to the subsequent collapse of another of the country's three major banks . | {
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The Baylor Bears football team represents Baylor University in Division I FBS college football . | {
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Droop-E ( born Earl Stevens Jr. ; February 18 1988 in Vallejo California ) is a member of the production team The Pharmaceuticals and the son of Bay Area rapper E-40 . | {
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},
"tail": {
"text": "California",
"start": 62,
"end": 72
}
}
]
}
} | {
"relations": [
{
"label": "alternate names (organization)",
"description": "The tail is a name used to refer to the head organization that is distinct from its official name, such as a former name, alias, alternate spelling, acronym, abbreviation, translation or transliteration.",
"description... |
Moore 's sense of England emerging undefeated from siege led to his focus on pieces characterised by endurance and continuity . | {
"relations": {
"countries of residence (person)": [
{
"head": {
"text": "Moore",
"start": 0,
"end": 5
},
"tail": {
"text": "England",
"start": 18,
"end": 25
}
}
]
}
} | {
"relations": [
{
"label": "alternate names (organization)",
"description": "The tail is a name used to refer to the head organization that is distinct from its official name, such as a former name, alias, alternate spelling, acronym, abbreviation, translation or transliteration.",
"description... |
jpg | thumb | right | 300px | Thai Rath front page 1 March 2012 on which include the following reports : The King and Queen of Thailand received the Duke of York ; Worachet Phakhirat associate professor of the Faculty of Law Thammasat University was attacked inside the Faculty by two men disagreeing with Phakhirat's pr... | {
"relations": {
"country of headquarters (organization)": [
{
"head": {
"text": "Thammasat University",
"start": 225,
"end": 245
},
"tail": {
"text": "Thailand",
"start": 127,
"end": 135
}
}
]
}
} | {
"relations": [
{
"label": "alternate names (organization)",
"description": "The tail is a name used to refer to the head organization that is distinct from its official name, such as a former name, alias, alternate spelling, acronym, abbreviation, translation or transliteration.",
"description... |
Gome 's rapid expansion has made its founder Huang Guangyu one of China's richest entrepreneurs with a fortune estimated last year by Forbes magazine at US$ 2.3 billion . | {
"relations": {
"founded by (organization)": [
{
"head": {
"text": "Gome",
"start": 0,
"end": 4
},
"tail": {
"text": "Huang Guangyu",
"start": 45,
"end": 58
}
}
]
}
} | {
"relations": [
{
"label": "alternate names (organization)",
"description": "The tail is a name used to refer to the head organization that is distinct from its official name, such as a former name, alias, alternate spelling, acronym, abbreviation, translation or transliteration.",
"description... |
Ahmadzadeh also provided the research for Conversation with the Shadow ( Goft-o Goo ba Sayeh ( directed in 2006 by Khosrow Sinai ) a study of one of Iran greatest writers Sadeq Hedayat . | {
"relations": {
"countries of residence (person)": [
{
"head": {
"text": "Sadeq Hedayat",
"start": 171,
"end": 184
},
"tail": {
"text": "Iran",
"start": 149,
"end": 153
}
}
]
}
} | {
"relations": [
{
"label": "alternate names (organization)",
"description": "The tail is a name used to refer to the head organization that is distinct from its official name, such as a former name, alias, alternate spelling, acronym, abbreviation, translation or transliteration.",
"description... |
Ford was admittedly plagued by deficient management at the time and Henry Ford II chairman of the board sent the 10 into every department to study operations and make recommendations . | {
"relations": {
"top members employees (organization)": [
{
"head": {
"text": "Ford",
"start": 0,
"end": 4
},
"tail": {
"text": "Henry",
"start": 68,
"end": 73
}
}
]
}
} | {
"relations": [
{
"label": "alternate names (organization)",
"description": "The tail is a name used to refer to the head organization that is distinct from its official name, such as a former name, alias, alternate spelling, acronym, abbreviation, translation or transliteration.",
"description... |
End of preview. Expand in Data Studio
KBP37
KBP37 (relation classification (gold entities)), rebuilt for MNEB from the original release with character-level offsets.
Source: https://github.com/zhangdongxu/kbp37
| config | split | records |
|---|---|---|
| default | train | 15807 |
| default | validation | 1714 |
| default | test | 3379 |
Labels
relations: alternate names (organization), city of headquarters (organization), country of headquarters (organization), founded (organization), founded by (organization), members (organization), state or province of headquarters (organization), subsidiaries (organization), top members employees (organization), alternate names (person), cities of residence (person), countries of residence (person), country of birth (person), employee of (person), origin (person), spouse (person), state or provinces of residence (person), title (person), no_relation
Format
Each record has input (the text), output (gold annotations grouped by label) and schema (the label set with descriptions). Offsets are character offsets into input, half-open [start, end).
"output": {
"entities": {"<label>": [{"text", "start", "end"}]},
"relations": {"<label>": [{"head": {"text", "start", "end"},
"tail": {"text", "start", "end"}}]},
"events": {"<label>": [{"trigger": {"text", "start", "end"},
"arguments": [{"role", "text", "start", "end"}]}]}
}
Each schema item has a description and a description_source: official when adapted from the dataset's paper or guideline, mneb when written for MNEB. Relation datasets also give setting (end_to_end or gold_entity) and negative_label; relation items give symmetric. Event items list the roles valid for that event type.
Within a record, identical annotations are kept once and outer whitespace is trimmed from spans; source annotations are otherwise kept as annotated.
Notes
- Every record has exactly one head/tail pair.
no_relationkeeps its pair and is the negative label (schema.negative_label). - Direction follows the source:
(e2,e1)labels have head = e2. - Labels are the source slots in natural language without colons, the slot's entity type in brackets:
org:city_of_headquarters->city of headquarters (organization),per:employee_of->employee of (person). - 146 source examples with an empty entity are skipped.
- Relation descriptions are adapted from the TAC KBP 2014 slot descriptions.
Build
Built by scripts/datasets/kbp37.py in the MNEB repository.
Citation
Zhang and Wang (2015), Relation Classification via Recurrent Neural Network. arXiv:1508.01006.
License: not stated by the source; see the original release.
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