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{"token": ["it", "marked", "a", "return", "of", "the", "nhl", "to", "denver", "after", "an", "absence", "of", "13", "years", "when", "the", "colorado", "rockies", "-lrb-", "not", "to", "be", "confused", "with", "the", "major", "league", "baseball", "team", "of", "the", "same", "name", "-rrb-", "moved", "to", "new", "jersey", "to", "become", "the", "new", "jersey", "devils"], "h": {"name": "denver", "id": "Q16554", "pos": [8, 9]}, "t": {"name": "colorado", "id": "Q1261", "pos": [17, 18]}, "relation": "http://dbpedia.org/ontology/state"}
{"token": ["keegan", "former", "member", "of", "the", "wisconsin", "state", "assembly", "jerry", "schemmel", "radio", "voice", "of", "the", "denver", "nuggets", "and", "colorado", "rockies", "and", "cyclist", "media", "radio", "am", "radio", "am", "radio", "stations", "frequency", "call", "sign", "name", "format", "owner", "city", "1390", "am", "kjam", "dakota", "s", "best", "classic", "hits", "alpha", "media", "madison", "fm", "radio", "fm", "radio", "stations", "frequency", "call", "sign", "name", "format", "owner", "city", "of", "license", "103"], "h": {"name": "denver", "id": "Q16554", "pos": [14, 15]}, "t": {"name": "colorado", "id": "Q1261", "pos": [17, 18]}, "relation": "http://dbpedia.org/ontology/isPartOf"}
{"token": ["keegan", "former", "member", "of", "the", "wisconsin", "state", "assembly", "jerry", "schemmel", "radio", "voice", "of", "the", "denver", "nuggets", "and", "colorado", "rockies", "and", "cyclist", "media", "radio", "am", "radio", "am", "radio", "stations", "frequency", "call", "sign", "name", "format", "owner", "city", "1390", "am", "kjam", "dakota", "s", "best", "classic", "hits", "alpha", "media", "madison", "fm", "radio", "fm", "radio", "stations", "frequency", "call", "sign", "name", "format", "owner", "city", "of", "license", "103"], "h": {"name": "denver", "id": "Q16554", "pos": [14, 15]}, "t": {"name": "colorado", "id": "Q1261", "pos": [17, 18]}, "relation": "http://dbpedia.org/ontology/state"}
{"token": ["thereafter", "kay", "taught", "guitar", "in", "denver", "colorado", "for", "a", "year", "and", "hastily", "enlisted", "in", "the", "united", "states", "air", "force", "when", "the", "local", "draft", "board", "inquired", "about", "his", "nonstudent", "status"], "h": {"name": "denver", "id": "Q16554", "pos": [5, 6]}, "t": {"name": "colorado", "id": "Q1261", "pos": [6, 7]}, "relation": "http://dbpedia.org/ontology/isPartOf"}
{"token": ["thereafter", "kay", "taught", "guitar", "in", "denver", "colorado", "for", "a", "year", "and", "hastily", "enlisted", "in", "the", "united", "states", "air", "force", "when", "the", "local", "draft", "board", "inquired", "about", "his", "nonstudent", "status"], "h": {"name": "denver", "id": "Q16554", "pos": [5, 6]}, "t": {"name": "colorado", "id": "Q1261", "pos": [6, 7]}, "relation": "http://dbpedia.org/ontology/state"}
{"token": ["the", "company", "expanded", "its", "operations", "and", "went", "on", "to", "build", "the", "lakes", "project", "in", "tempe", "arizona", "mission", "viejo", "aurora", "in", "colorado", "and", "was", "the", "initial", "master", "planner", "of", "highlands", "ranch", "both", "in", "the", "denver", "metropolitan", "area"], "h": {"name": "denver", "id": "Q16554", "pos": [33, 34]}, "t": {"name": "colorado", "id": "Q1261", "pos": [20, 21]}, "relation": "http://dbpedia.org/ontology/isPartOf"}
{"token": ["the", "company", "expanded", "its", "operations", "and", "went", "on", "to", "build", "the", "lakes", "project", "in", "tempe", "arizona", "mission", "viejo", "aurora", "in", "colorado", "and", "was", "the", "initial", "master", "planner", "of", "highlands", "ranch", "both", "in", "the", "denver", "metropolitan", "area"], "h": {"name": "denver", "id": "Q16554", "pos": [33, 34]}, "t": {"name": "colorado", "id": "Q1261", "pos": [20, 21]}, "relation": "http://dbpedia.org/ontology/state"}
{"token": ["in", "1942", "harvey", "nininger", "moved", "his", "home", "and", "business", "from", "denver", "colorado", "to", "the", "meteor", "crater", "observatory", "located", "near", "the", "turn-off", "for", "meteor", "crater", "on", "route", "66"], "h": {"name": "denver", "id": "Q16554", "pos": [10, 11]}, "t": {"name": "colorado", "id": "Q1261", "pos": [11, 12]}, "relation": "http://dbpedia.org/ontology/isPartOf"}
{"token": ["in", "1942", "harvey", "nininger", "moved", "his", "home", "and", "business", "from", "denver", "colorado", "to", "the", "meteor", "crater", "observatory", "located", "near", "the", "turn-off", "for", "meteor", "crater", "on", "route", "66"], "h": {"name": "denver", "id": "Q16554", "pos": [10, 11]}, "t": {"name": "colorado", "id": "Q1261", "pos": [11, 12]}, "relation": "http://dbpedia.org/ontology/state"}
{"token": ["the", "assignment", "involved", "many", "trips", "to", "the", "martin", "marietta", "plants", "in", "denver", "colorado", "and", "baltimore", "maryland", "where", "the", "titan", "iis", "were", "built"], "h": {"name": "denver", "id": "Q16554", "pos": [11, 12]}, "t": {"name": "colorado", "id": "Q1261", "pos": [12, 13]}, "relation": "http://dbpedia.org/ontology/isPartOf"}
{"token": ["the", "assignment", "involved", "many", "trips", "to", "the", "martin", "marietta", "plants", "in", "denver", "colorado", "and", "baltimore", "maryland", "where", "the", "titan", "iis", "were", "built"], "h": {"name": "denver", "id": "Q16554", "pos": [11, 12]}, "t": {"name": "colorado", "id": "Q1261", "pos": [12, 13]}, "relation": "http://dbpedia.org/ontology/state"}
{"token": ["athens", "georgia", "and", "denver", "colorado", "became", "major", "hub", "cities", "and", "the", "mid-to-late", "1990s", "represented", "the", "peak", "years", "of", "activity", "for", "the", "collective"], "h": {"name": "denver", "id": "Q16554", "pos": [3, 4]}, "t": {"name": "colorado", "id": "Q1261", "pos": [4, 5]}, "relation": "http://dbpedia.org/ontology/isPartOf"}
{"token": ["athens", "georgia", "and", "denver", "colorado", "became", "major", "hub", "cities", "and", "the", "mid-to-late", "1990s", "represented", "the", "peak", "years", "of", "activity", "for", "the", "collective"], "h": {"name": "denver", "id": "Q16554", "pos": [3, 4]}, "t": {"name": "colorado", "id": "Q1261", "pos": [4, 5]}, "relation": "http://dbpedia.org/ontology/state"}
{"token": ["amateur", "career", "spinks", "won", "the", "1974", "156-pound", "golden", "gloves", "light", "middleweight", "championship", "by", "defeating", "wilber", "cameron", "in", "denver", "colorado", "and", "then", "took", "the", "silver", "medal", "in", "the", "national", "aau", "165-pound", "championship", "competition", "in", "1975", "losing", "in", "three", "rounds", "to", "tom", "sullivan", "in", "shreveport", "louisiana"], "h": {"name": "denver", "id": "Q16554", "pos": [17, 18]}, "t": {"name": "colorado", "id": "Q1261", "pos": [18, 19]}, "relation": "http://dbpedia.org/ontology/isPartOf"}
{"token": ["amateur", "career", "spinks", "won", "the", "1974", "156-pound", "golden", "gloves", "light", "middleweight", "championship", "by", "defeating", "wilber", "cameron", "in", "denver", "colorado", "and", "then", "took", "the", "silver", "medal", "in", "the", "national", "aau", "165-pound", "championship", "competition", "in", "1975", "losing", "in", "three", "rounds", "to", "tom", "sullivan", "in", "shreveport", "louisiana"], "h": {"name": "denver", "id": "Q16554", "pos": [17, 18]}, "t": {"name": "colorado", "id": "Q1261", "pos": [18, 19]}, "relation": "http://dbpedia.org/ontology/state"}
{"token": ["the", "city", "of", "concord", "is", "served", "by", "the", "daily", "newspaper", "the", "contra", "costa", "times", "published", "by", "the", "bay", "area", "news", "group-east", "bay", "-lrb-", "part", "of", "the", "media", "news", "group", "denver", "colorado", "-rrb-", "with", "offices", "in", "walnut", "creek"], "h": {"name": "denver", "id": "Q16554", "pos": [29, 30]}, "t": {"name": "colorado", "id": "Q1261", "pos": [30, 31]}, "relation": "http://dbpedia.org/ontology/isPartOf"}
{"token": ["the", "city", "of", "concord", "is", "served", "by", "the", "daily", "newspaper", "the", "contra", "costa", "times", "published", "by", "the", "bay", "area", "news", "group-east", "bay", "-lrb-", "part", "of", "the", "media", "news", "group", "denver", "colorado", "-rrb-", "with", "offices", "in", "walnut", "creek"], "h": {"name": "denver", "id": "Q16554", "pos": [29, 30]}, "t": {"name": "colorado", "id": "Q1261", "pos": [30, 31]}, "relation": "http://dbpedia.org/ontology/state"}
{"token": ["the", "winter", "olympic", "games", "were", "held", "in", "innsbruck", "twice", "first", "in", "1964", "then", "again", "in", "1976", "when", "colorado", "voters", "rejected", "a", "bond", "referendum", "in", "1972", "to", "finance", "the", "denver", "games", "originally", "awarded", "in", "1970"], "h": {"name": "denver", "id": "Q16554", "pos": [28, 29]}, "t": {"name": "colorado", "id": "Q1261", "pos": [17, 18]}, "relation": "http://dbpedia.org/ontology/isPartOf"}
{"token": ["the", "winter", "olympic", "games", "were", "held", "in", "innsbruck", "twice", "first", "in", "1964", "then", "again", "in", "1976", "when", "colorado", "voters", "rejected", "a", "bond", "referendum", "in", "1972", "to", "finance", "the", "denver", "games", "originally", "awarded", "in", "1970"], "h": {"name": "denver", "id": "Q16554", "pos": [28, 29]}, "t": {"name": "colorado", "id": "Q1261", "pos": [17, 18]}, "relation": "http://dbpedia.org/ontology/state"}
{"token": ["the", "city", "had", "an", "estimated", "population", "of", "478", "221", "in", "2019", "and", "a", "metro", "population", "of", "approximately", "738", "939", "making", "it", "colorado", "s", "second", "most", "populous", "city", "behind", "denver", "and", "the", "39th", "most", "populous", "city", "in", "the", "united", "states"], "h": {"name": "denver", "id": "Q16554", "pos": [28, 29]}, "t": {"name": "colorado", "id": "Q1261", "pos": [21, 22]}, "relation": "http://dbpedia.org/ontology/isPartOf"}
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Dataset origin: https://github.com/dair-iitd/DiS-ReX

DiS-ReX: A Multilingual Dataset for Distantly Supervised Relation Extraction

DiS-ReX, a multilingual dataset for distantly supervised relation extraction. The dataset has over 1.5 million instances, spanning 4 languages (English, Spanish, German and French). Our dataset has 36 positive relation types + 1 no relation (NA) class.

Format

The dataset folder has 5 text files

english.txt
german.txt
french.txt
spanish.txt
rel2id.txt

For files named <language>.txt, each line is a unique instance represented as a Python dictionary. An example is shown below:

{"token": ["at", "the", "58th", "annual", "grammy", "awards", "in", "february", "the", "eagles", "joined", "by", "leadon", "touring", "guitarist", "steuart", "smith", "and", "co-writer", "jackson", "browne", "performed", "\"take", "it", "easy\"", "in", "honor", "of", "frey"], "h": {"name": "steuart smith", "id": "Q3498822", "pos": [15, 17]}, "t": {"name": "eagles", "id": "Q2092297", "pos": [9, 10]}, "relation": "http://dbpedia.org/ontology/associatedBand"}

Here the keys and values have the following meaning:

  1. token: A list representing the context sentence. Every element in the list represents a word.
  2. h: A dictionary for head entity. has the following keys:
    • name: name of the head
    • entityid: wikidata id for the entity
    • pos: a tuple of the form [start index, end index] according to head entity's positition in the token list
  3. t: A dictionary for tail entity. has the following keys:
    • name: name of the tail
    • entityid: wikidata id for the entity
    • pos: a tuple of the form [start index, end index] according to tail entity's positition in the token list
  4. relation: relation for the tuple (head entity, tail entity)

The dataset format is same as presented in OpenNRE. For a bag with more than one possible relations, the instances are repeated with a different value for the relation key. An example is shown below:

{"token": ["huxley", "who", "had", "twice", "visited", "the", "soviet", "union", "was", "originally", "not", "anti-communist", "but", "the", "ruthless", "adoption", "of", "lysenkoism", "by", "joseph", "stalin", "ended", "his", "tolerant", "attitude"], "h": {"name": "joseph stalin", "id": "Q855", "pos": [19, 21]}, "t": {"name": "the soviet union", "id": "Q15180", "pos": [5, 8]}, "relation": "http://dbpedia.org/ontology/country"}
{"token": ["huxley", "who", "had", "twice", "visited", "the", "soviet", "union", "was", "originally", "not", "anti-communist", "but", "the", "ruthless", "adoption", "of", "lysenkoism", "by", "joseph", "stalin", "ended", "his", "tolerant", "attitude"], "h": {"name": "joseph stalin", "id": "Q855", "pos": [19, 21]}, "t": {"name": "the soviet union", "id": "Q15180", "pos": [5, 8]}, "relation": "http://dbpedia.org/ontology/deathPlace"}

The file named rel2id.txt contains relation types and the corresponding indices we use during training our model.

Cite

The dataset is a part of the pre-print DiS-ReX: A Multilingual Dataset for Distantly Supervised Relation Extraction. We also release our baseline results using mBERT+Bag Attention and present it in our paper. If you use or extend our work, please cite the following paper:

@misc{bhartiya2021disrex,
      title={DiS-ReX: A Multilingual Dataset for Distantly Supervised Relation Extraction}, 
      author={Abhyuday Bhartiya and Kartikeya Badola and Mausam},
      year={2021},
      eprint={2104.08655},
      archivePrefix={arXiv},
      primaryClass={cs.CL}
}
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