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Browse files- CrossNER_AI/README.md +56 -0
- CrossNER_AI/dev.json +0 -0
- CrossNER_AI/labels.json +1 -0
- CrossNER_AI/test.json +0 -0
- CrossNER_AI/train.json +1 -0
- CrossNER_literature/dev.json +0 -0
- CrossNER_literature/labels.json +1 -0
- CrossNER_literature/test.json +0 -0
- CrossNER_literature/train.json +1 -0
- CrossNER_music/dev.json +0 -0
- CrossNER_music/labels.json +1 -0
- CrossNER_music/test.json +0 -0
- CrossNER_music/train.json +1 -0
- CrossNER_politics/dev.json +0 -0
- CrossNER_politics/labels.json +1 -0
- CrossNER_politics/test.json +0 -0
- CrossNER_politics/train.json +0 -0
- CrossNER_science/dev.json +0 -0
- CrossNER_science/labels.json +1 -0
- CrossNER_science/test.json +0 -0
- CrossNER_science/train.json +0 -0
- mit-movie/dev.json +0 -0
- mit-movie/labels.json +1 -0
- mit-movie/test.json +0 -0
- mit-movie/train.json +0 -0
- mit-restaurant/dev.json +0 -0
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- mit-restaurant/test.json +0 -0
- mit-restaurant/train.json +0 -0
CrossNER_AI/README.md
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# README
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# Dataset Card para CrossNER(AI)-OOD Datasets.
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## Dados Gerais
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- **Nome:** CrossNER(AI)
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- **Página WEB:** https://huggingface.co/datasets/DFKI-SLT/cross_ner,
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- **Repositório:**https://huggingface.co/datasets/DFKI-SLT/cross_ner
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- **Artigo:** https://arxiv.org/abs/2012.04373
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- **Licença:** Nao encontrado
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## Resumo
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O grupo de Datasets OOD (Out-of-Domain) é composto por 7 datasets: CrossNER(AI,Literature,Music,Politics,Science) e MIT (Movie,Restaurant). A estrutura deles é semelhante, portanto foi adotado o AI para descrição sobre dataset deste grupo. O uso principal é NER. O idioma é inglês. O domínio é IA.
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## Utilização Pretendida
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NER.
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## Idiomas
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Inglês.
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## Criação
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URL:https://huggingface.co/datasets/DFKI-SLT/cross_ner
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Uso da datasets.load_dataset para carregamento dos dados.
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## Estrutura
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### Amostras
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Um exemplo de amostra do dataset:
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```json
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{
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"id": "5",
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"tokens": [ "A", "frame", "language", "is", "a", "technology", "used", "for", "knowledge", "representation", "in", "artificial", "intelligence", "." ],
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"ner_tags": [ 0, 0, 0, 0, 0, 0, 0, 0, 71, 72, 0, 31, 32, 0 ]
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}
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```
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### Campos dos Dados
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Deste dataset, são utilizados os campos:
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- [id]: [Índice da entrada]
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- [tokens]: [Corresponde ao texto de entrada tokenizado]
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- [ner_tags]: [Corresponde aos tipos de entidades]
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### Divisão dos Dados
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Os dados são divididos em treinamento, validação e teste. Foi utilizada a partição de teste, que apresenta 431 instâncias.
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["algorithm", "conference", "else", "product", "task", "field", "metrics", "organization", "researcher", "program language", "country", "location", "person", "university"]
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[{"sentence": "Popular approaches of opinion-based recommender system utilize various techniques including text mining , information retrieval , sentiment analysis ( see also Multimodal sentiment analysis ) and deep learning X.Y. Feng , H. Zhang , Y.J. Ren , P.H. Shang , Y. Zhu , Y.C. Liang , R.C. Guan , D. Xu , ( 2019 ) , , 21 ( 5 ) : e12957 .", "entities": [{"name": "opinion-based recommender system", "type": "product", "pos": [22, 54]}, {"name": "text mining", "type": "field", "pos": [92, 103]}, {"name": "information retrieval", "type": "task", "pos": [106, 127]}, {"name": "sentiment analysis", "type": "task", "pos": [130, 148]}, {"name": "Multimodal sentiment analysis", "type": "task", "pos": [160, 189]}, {"name": "deep learning", "type": "field", "pos": [196, 209]}, {"name": "X.Y. Feng", "type": "researcher", "pos": [210, 219]}, {"name": "H. Zhang", "type": "researcher", "pos": [222, 230]}, {"name": "Y.J. Ren", "type": "researcher", "pos": [233, 241]}, {"name": "P.H. Shang", "type": "researcher", "pos": [244, 254]}, {"name": "Y. Zhu", "type": "researcher", "pos": [257, 263]}, {"name": "Y.C. Liang", "type": "researcher", "pos": [266, 276]}, {"name": "R.C. Guan", "type": "researcher", "pos": [279, 288]}, {"name": "D. Xu", "type": "researcher", "pos": [291, 296]}]}, {"sentence": "Advocates of procedural representations were mainly centered at MIT , under the leadership of Marvin Minsky and Seymour Papert .", "entities": [{"name": "MIT", "type": "university", "pos": [64, 67]}, {"name": "Marvin Minsky", "type": "researcher", "pos": [94, 107]}, {"name": "Seymour Papert", "type": "researcher", "pos": [112, 126]}]}, {"sentence": "The standard interface and calculator interface are written in Java .", "entities": [{"name": "Java", "type": "program language", "pos": [63, 67]}]}, {"sentence": "Octave helps in solving linear and nonlinear problems numerically , and for performing other numerical experiments using a that is mostly compatible with MATLAB .", "entities": [{"name": "Octave", "type": "product", "pos": [0, 6]}, {"name": "MATLAB", "type": "product", "pos": [154, 160]}]}, {"sentence": "Variants of the back-propagation algorithm as well as unsupervised methods by Geoff Hinton and colleagues at the University of Toronto can be used to train deep , highly nonlinear neural architectures , { { cite journal", "entities": [{"name": "back-propagation algorithm", "type": "algorithm", "pos": [16, 42]}, {"name": "unsupervised methods", "type": "else", "pos": [54, 74]}, {"name": "Geoff Hinton", "type": "researcher", "pos": [78, 90]}, {"name": "University of Toronto", "type": "university", "pos": [113, 134]}]}, {"sentence": "or equivalently using DCG notation :", "entities": [{"name": "DCG", "type": "metrics", "pos": [22, 25]}]}, {"sentence": "Self-organizing maps differ from other artificial neural networks as they apply competitive learning as opposed to error-correction learning such as backpropagation with gradient descent ) , and in the sense that they use a neighborhood function to preserve the topological properties of the input space .", "entities": [{"name": "artificial neural networks", "type": "algorithm", "pos": [39, 65]}, {"name": "competitive learning", "type": "algorithm", "pos": [80, 100]}, {"name": "error-correction learning", "type": "algorithm", "pos": [115, 140]}, {"name": "backpropagation", "type": "algorithm", "pos": [149, 164]}, {"name": "gradient descent", "type": "algorithm", "pos": [170, 186]}, {"name": "topological properties", "type": "else", "pos": [262, 284]}]}, {"sentence": "Since the early 1990s , it has been recommended by several authorities , including the Audio Engineering Society that measurements of dynamic range be made with an audio signal present , which is then filtered out in the noise floor measurement used in determining dynamic range . This avoids questionable measurements based on the use of blank media , or muting circuits .", "entities": [{"name": "Audio Engineering Society", "type": "organization", "pos": [87, 112]}, {"name": "audio signal", "type": "else", "pos": [164, 176]}, {"name": "noise floor measurement", "type": "metrics", "pos": [221, 244]}]}, {"sentence": "The technique used in creating eigenfaces and using them for recognition is also used outside of face recognition : handwriting recognition , lip reading , voice recognition , sign language / hand gestures interpretation and medical imaging analysis .", "entities": [{"name": "eigenfaces", "type": "else", "pos": [31, 41]}, {"name": "face recognition", "type": "task", "pos": [97, 113]}, {"name": "handwriting recognition", "type": "task", "pos": [116, 139]}, {"name": "lip reading", "type": "task", "pos": [142, 153]}, {"name": "voice recognition", "type": "task", "pos": [156, 173]}, {"name": "sign language", "type": "task", "pos": [176, 189]}, {"name": "hand gestures interpretation", "type": "task", "pos": [192, 220]}, {"name": "medical imaging analysis", "type": "field", "pos": [225, 249]}]}, {"sentence": "The National Science Foundation was an umbrella for the National Aeronautics and Space Administration ( NASA ) , the US Department of Energy , the US Department of Commerce NIST , the US Department of Defense , Defense Advanced Research Projects Agency ( DARPA ) , and the Office of Naval Research coordinated studies to inform strategic planners in their deliberations .", "entities": [{"name": "National Science Foundation", "type": "organization", "pos": [4, 31]}, {"name": "National Aeronautics and Space Administration", "type": "organization", "pos": [56, 101]}, {"name": "NASA", "type": "organization", "pos": [104, 108]}, {"name": "US Department of Energy", "type": "organization", "pos": [117, 140]}, {"name": "US Department of Commerce NIST", "type": "organization", "pos": [147, 177]}, {"name": "US Department of Defense", "type": "organization", "pos": [184, 208]}, {"name": "Defense Advanced Research Projects Agency", "type": "organization", "pos": [211, 252]}, {"name": "DARPA", "type": "organization", "pos": [255, 260]}, {"name": "Office of Naval Research", "type": "organization", "pos": [273, 297]}]}, {"sentence": "A fast method for computing maximum likelihood estimates for the probit model was proposed by Ronald Fisher as an appendix to Bliss ' work in 1935 .", "entities": [{"name": "maximum likelihood", "type": "metrics", "pos": [28, 46]}, {"name": "probit model", "type": "algorithm", "pos": [65, 77]}, {"name": "Ronald Fisher", "type": "researcher", "pos": [94, 107]}, {"name": "Bliss", "type": "researcher", "pos": [126, 131]}]}, {"sentence": "Several of these programs are available online , such as Google Translate and the SYSTRAN system that powers AltaVista 's BabelFish ( now Yahoo 's Babelfish as of 9 May 2008 ) .", "entities": [{"name": "Google Translate", "type": "product", "pos": [57, 73]}, {"name": "SYSTRAN system", "type": "product", "pos": [82, 96]}, {"name": "AltaVista", "type": "organization", "pos": [109, 118]}, {"name": "BabelFish", "type": "product", "pos": [122, 131]}, {"name": "Yahoo", "type": "organization", "pos": [138, 143]}, {"name": "Babelfish", "type": "product", "pos": [147, 156]}]}, {"sentence": "In 2002 Hutter , with Jürgen Schmidhuber and Shane Legg , developed and published a mathematical theory of artificial general intelligence based on idealised intelligent agents and reward-motivated reinforcement learning .", "entities": [{"name": "Hutter", "type": "researcher", "pos": [8, 14]}, {"name": "Jürgen Schmidhuber", "type": "researcher", "pos": [22, 40]}, {"name": "Shane Legg", "type": "researcher", "pos": [45, 55]}, {"name": "artificial general intelligence", "type": "field", "pos": [107, 138]}, {"name": "intelligent agents", "type": "else", "pos": [158, 176]}, {"name": "reinforcement learning", "type": "field", "pos": [198, 220]}]}, {"sentence": "The most common way is using the so-called ROUGE ( Recall-Oriented Understudy for Gisting Evaluation ) measure .", "entities": [{"name": "ROUGE", "type": "metrics", "pos": [43, 48]}, {"name": "Recall-Oriented Understudy for Gisting Evaluation", "type": "metrics", "pos": [51, 100]}]}, {"sentence": "RapidMiner provides learning schemes , models and algorithms and can be extended using R and Python scripts . 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"pos": [268, 285]}]}, {"sentence": "Between 2009 and 2012 , the recurrent neural network s and deep feedforward neural network s developed in the research group of Jürgen Schmidhuber at the Swiss AI Lab IDSIA have won eight international competitions in pattern recognition and machine learning .", "entities": [{"name": "recurrent neural network", "type": "algorithm", "pos": [28, 52]}, {"name": "deep feedforward neural network", "type": "algorithm", "pos": [59, 90]}, {"name": "Jürgen Schmidhuber", "type": "researcher", "pos": [128, 146]}, {"name": "Swiss AI Lab IDSIA", "type": "organization", "pos": [154, 172]}, {"name": "pattern recognition", "type": "field", "pos": [218, 237]}, {"name": "machine learning", "type": "field", "pos": [242, 258]}]}, {"sentence": "Modern Windows desktop systems can use SAPI 4 and SAPI 5 components to support speech synthesis and speech .", "entities": [{"name": "Windows desktop systems", "type": "product", "pos": [7, 30]}, {"name": "SAPI 4", "type": 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["person", "country", "writer", "else", "book", "award", "literary genre", "poem", "location", "magazine", "event", "organization"]
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[{"sentence": "In 1351 , during the reign of Emperor Toghon Temür of the Yuan dynasty , 93rd-generation descendant Kong Huan ( 孔浣 ) ' s 2nd son Kong Shao ( 孔昭 ) moved from China to Korea during the Goryeo , and was received courteously by Princess Noguk ( the Mongolian-born wife of the future king Gongmin ) .", "entities": [{"name": "Emperor Toghon Temür", "type": "person", "pos": [30, 50]}, {"name": "Yuan dynasty", "type": "country", "pos": [58, 70]}, {"name": "Kong Huan", "type": "writer", "pos": [100, 109]}, {"name": "孔浣", "type": "writer", "pos": [112, 114]}, {"name": "Kong Shao", "type": "writer", "pos": [129, 138]}, {"name": "孔昭", "type": "writer", "pos": [141, 143]}, {"name": "China", "type": "country", "pos": [157, 162]}, {"name": "Korea", "type": "country", "pos": [166, 171]}, {"name": "Goryeo", "type": "else", "pos": [183, 189]}, {"name": "Princess Noguk", "type": "person", "pos": [224, 238]}, {"name": "Mongolian-born", "type": "else", "pos": [245, 259]}, {"name": "Gongmin", "type": "person", "pos": [284, 291]}]}, {"sentence": "In 1990 , he published the last Rabbit novel , Rabbit at Rest , which won the Pulitzer Prize and the National Book Critics Circle Award .", "entities": [{"name": "Rabbit novel", "type": "else", "pos": [32, 44]}, {"name": "Rabbit at Rest", "type": "book", "pos": [47, 61]}, {"name": "Pulitzer Prize", "type": "award", "pos": [78, 92]}, {"name": "National Book Critics Circle Award", "type": "award", "pos": [101, 135]}]}, {"sentence": "She is known for her two best-selling novels , The Fountainhead and Atlas Shrugged , and for developing a philosophical system she named Objectivism .", "entities": [{"name": "novels", "type": "literary genre", "pos": [38, 44]}, {"name": "The Fountainhead", "type": "book", "pos": [47, 63]}, {"name": "Atlas Shrugged", "type": "book", "pos": [68, 82]}, {"name": "Objectivism", "type": "else", "pos": [137, 148]}]}, {"sentence": "The following year they collaborated on a musical film version of The Little Prince , based on the classic children 's tale by Antoine de Saint-Exupéry .", "entities": [{"name": "The Little Prince", "type": "book", "pos": [66, 83]}, {"name": "Antoine de Saint-Exupéry", "type": "writer", "pos": [127, 151]}]}, {"sentence": "Lindbergh 's Pulitzer Prize -winning biographer , A. 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Forstchen have written a novel , 1945 , in which the US defeated Empire of Japan but not Nazi Germany in World War II , resulting in a Cold War with Germany rather than the Soviet Union .", "entities": [{"name": "House", "type": "organization", "pos": [7, 12]}, {"name": "Newt Gingrich", "type": "writer", "pos": [21, 34]}, {"name": "William R. 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G. Wells and Edgar Rice Burroughs , which stirred his imagination about life on other planets such as Mars .", "entities": [{"name": "science fiction stories", "type": "literary genre", "pos": [83, 106]}, {"name": "H. G. 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["location", "event", "country", "band", "person", "song", "musical artist", "music genre", "else", "album", "organization", "award", "musical instrument"]
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"entities": [{"name": "Bubbles", "type": "person", "pos": [18, 25]}, {"name": "Elvis Costello", "type": "musical artist", "pos": [51, 65]}, {"name": "Nick Lowe", "type": "musical artist", "pos": [101, 110]}, {"name": "Carlene Carter", "type": "musical artist", "pos": [113, 127]}, {"name": "Clive Langer & amp ; The Boxes", "type": "band", "pos": [132, 162]}]}, {"sentence": "The band have received a total of 11 nominations for ARIA Music Awards in ARIA Music Awards of 1999 , ARIA Music Awards of 2001 and ARIA Music Awards of 2003 .", "entities": [{"name": "ARIA Music Awards", "type": "award", "pos": [53, 70]}, {"name": "ARIA Music Awards of 1999", "type": "award", "pos": [74, 99]}, {"name": "ARIA Music Awards of 2001", "type": "award", "pos": [102, 127]}, {"name": "ARIA Music Awards of 2003", "type": "award", "pos": [132, 157]}]}, {"sentence": "Their music has a particular rumba flamenca style , with Pop music influences ; many songs of the Gipsy Kings fit social dance s , such as salsa 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{"sentence": "The Stone Roses ' influences included garage rock , electronic dance music , Krautrock , Northern soul , punk rock , reggae , Soul music and artists such as the Beatles ,", "entities": [{"name": "The Stone Roses", "type": "band", "pos": [0, 15]}, {"name": "garage rock", "type": "music genre", "pos": [38, 49]}, {"name": "electronic dance music", "type": "music genre", "pos": [52, 74]}, {"name": "Krautrock", "type": "music genre", "pos": [77, 86]}, {"name": "Northern soul", "type": "music genre", "pos": [89, 102]}, {"name": "punk rock", "type": "music genre", "pos": [105, 114]}, {"name": "reggae", "type": "music genre", "pos": [117, 123]}, {"name": "Soul music", "type": "music genre", "pos": [126, 136]}, {"name": "the Beatles", "type": "band", "pos": [157, 168]}]}, {"sentence": "In 2018 , Buckingham was fired from the band and was replaced by Mike Campbell , formerly of Tom Petty and the Heartbreakers , and Neil Finn of Split Enz and Crowded House .", "entities": [{"name": 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["election", "else", "political party", "organization", "politician", "person", "event", "country", "location"]
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["chemical compound", "scientist", "location", "astronomical object", "else", "protein", "person", "university", "theory", "enzyme", "organization", "award", "country", "event", "discipline", "chemical element", "academic journal"]
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["genre", "year", "plot", "average ratings", "actor", "title", "song", "character", "rating", "review", "director", "trailer"]
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["Rating", "Location", "Amenity", "Cuisine", "Hours", "Price", "Dish", "Restaurant Name"]
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