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665083 |
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20250815112716.0 |
| 035 |
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|a (RuTPU)RU\TPU\network\36282
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|a RU\TPU\network\19756
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|a 665083
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|a 20210810d2021 k y0engy50 ca
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0 |
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|a eng
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| 102 |
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|a US
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| 135 |
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|a drcn ---uucaa
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| 181 |
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0 |
|a i
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| 182 |
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0 |
|a b
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| 200 |
1 |
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|a On the Impact of Predicate Complexity in Crowdsourced Classification Tasks
|f J. Ramirez, M. Baez, F. Casati [et al.]
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| 203 |
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|a Text
|c electronic
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| 300 |
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|a Title screen
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| 320 |
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|a [References: 53 tit.]
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| 330 |
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|a This paper explores and offers guidance on a specific and relevant problem in task design for crowdsourcing: how to formulate a complex question used to classify a set of items. In micro-task markets, classification is still among the most popular tasks. We situate our work in the context of information retrieval and multi-predicate classification, i.e., classifying a set of items based on a set of conditions. Our experiments cover a wide range of tasks and domains, and also consider crowd workers alone and in tandem with machine learning classifiers. We provide empirical evidence into how the resulting classification performance is affected by different predicate formulation strategies, emphasizing the importance of predicate formulation as a task design dimension in crowdsourcing.
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| 463 |
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|t Web Search and Data Mining, WSDM 2021
|o Proceedings of the 14th ACM International Conference, Virtual Event, Jerusalem, Israel, March 8-12, 2021
|v [P. 67-75]
|d 2021
|
| 610 |
1 |
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|a электронный ресурс
|
| 610 |
1 |
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|a труды учёных ТПУ
|
| 610 |
1 |
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|a crowdsourcing
|
| 610 |
1 |
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|a task design
|
| 610 |
1 |
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|a predicate complexity
|
| 610 |
1 |
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|a краудсорсинг
|
| 701 |
|
1 |
|a Ramirez
|b J.
|g Jorge
|
| 701 |
|
1 |
|a Baez
|b M.
|g Marcos
|
| 701 |
|
1 |
|a Casati
|b F.
|c Italian economist and Professor at the University of Trento (Italy)
|c Professor of Tomsk Polytechnic University, candidate of technical Sciences
|f 1971-
|g Fabio
|3 (RuTPU)RU\TPU\pers\39820
|
| 701 |
|
1 |
|a Cernuzzi
|b L.
|g Luca
|
| 701 |
|
1 |
|a Benatallah
|b B.
|g Boualem
|
| 701 |
|
1 |
|a Taran
|b Е. А.
|c Economist
|c Senior Lecturer of Tomsk Polytechnic University
|f 1981-
|g Ekaterina Aleksandrovna
|3 (RuTPU)RU\TPU\pers\35026
|9 18317
|
| 701 |
|
1 |
|a Malanina
|b V. A.
|c economist
|c Associate Professor of Tomsk Polytechnic University, Candidate of economic sciences
|f 1977-
|g Veronika Anatolievna
|3 (RuTPU)RU\TPU\pers\34896
|9 18214
|
| 712 |
0 |
2 |
|a Национальный исследовательский Томский политехнический университет
|b Институт социально-гуманитарных технологий
|b Кафедра экономики
|b Международная научно-образовательная лаборатория технологий улучшения благополучия пожилых людей
|3 (RuTPU)RU\TPU\col\21257
|
| 712 |
0 |
2 |
|a Национальный исследовательский Томский политехнический университет
|b Школа базовой инженерной подготовки
|b Отделение социально-гуманитарных наук
|3 (RuTPU)RU\TPU\col\23512
|
| 801 |
|
2 |
|a RU
|b 63413507
|c 20210810
|g RCR
|
| 856 |
4 |
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|u https://doi.org/10.1145/3437963.3441831
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| 942 |
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|c CF
|