Toloka
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Toloka is a
crowdsourcing Crowdsourcing involves a large group of dispersed participants contributing or producing goods or services—including ideas, votes, micro-tasks, and finances—for payment or as volunteers. Contemporary crowdsourcing often involves digita ...
platform and microtasking project launched by
Yandex Yandex LLC (russian: link=no, Яндекс, p=ˈjandəks) is a Russian multinational technology company providing Internet-related products and services, including an Internet search engine, information services, e-commerce, transportation, maps ...
in 2014 to quickly markup large amounts of data, which are then used for
machine learning Machine learning (ML) is a field of inquiry devoted to understanding and building methods that 'learn', that is, methods that leverage data to improve performance on some set of tasks. It is seen as a part of artificial intelligence. Machine ...
and improving
search algorithm In computer science, a search algorithm is an algorithm designed to solve a search problem. Search algorithms work to retrieve information stored within particular data structure, or calculated in the search space of a problem domain, with eith ...
s. The proposed tasks are usually simple and do not require any special training from the performer. Most of the tasks are designed to improve algorithms that are used by modern technologies spanning self-driving vehicles, smart web searches, advanced voice assistants and e-commerce. Upon completion of each task the performer receives a reward based on the volume of images, videos, and unstructured text. The service has two app versions – for Android and
iOS iOS (formerly iPhone OS) is a mobile operating system created and developed by Apple Inc. exclusively for its hardware. It is the operating system that powers many of the company's mobile devices, including the iPhone; the term also includes ...
.


About Toloka


Origin of the platform's name

A toloka used to be a form of mutual assistance among villagers of
Russia Russia (, , ), or the Russian Federation, is a List of transcontinental countries, transcontinental country spanning Eastern Europe and North Asia, Northern Asia. It is the List of countries and dependencies by area, largest country in the ...
,
Ukraine Ukraine ( uk, Україна, Ukraïna, ) is a country in Eastern Europe. It is the second-largest European country after Russia, which it borders to the east and northeast. Ukraine covers approximately . Prior to the ongoing Russian inv ...
,
Belarus Belarus,, , ; alternatively and formerly known as Byelorussia (from Russian ). officially the Republic of Belarus,; rus, Республика Беларусь, Respublika Belarus. is a landlocked country in Eastern Europe. It is bordered by R ...
,
Estonia Estonia, formally the Republic of Estonia, is a country by the Baltic Sea in Northern Europe. It is bordered to the north by the Gulf of Finland across from Finland, to the west by the sea across from Sweden, to the south by Latvia, a ...
,
Latvia Latvia ( or ; lv, Latvija ; ltg, Latveja; liv, Leţmō), officially the Republic of Latvia ( lv, Latvijas Republika, links=no, ltg, Latvejas Republika, links=no, liv, Leţmō Vabāmō, links=no), is a country in the Baltic region of ...
, and
Lithuania Lithuania (; lt, Lietuva ), officially the Republic of Lithuania ( lt, Lietuvos Respublika, links=no ), is a country in the Baltic region of Europe. It is one of three Baltic states and lies on the eastern shore of the Baltic Sea. Lithuania ...
. It was organized in villages to perform urgent work requiring a large number of workers, such as harvesting, logging, building houses, etc. Sometimes a toloka was used for community works (building churches, schools, roads, etc.).


Types of tasks and scope of results

Data labeling helps to improve search quality and effectively tune result ranking algorithms of search engine.


Machine learning

To train machine learning algorithm requires labeling of large volumes with positive and negative examples of data. Toloka performers receive tasks to determine the presence or absence of objects defined by a computer in a content item. In tasks of another type, a context of the dialogue is given and a scale is proposed by which it is necessary to assess whether a chatbot's answer in this context is appropriate, interesting, and so on. Another group of tasks in Toloka is translation verification performed by collecting examples of translations from different performers.


Audit and marketing research

Checking the quality of the online store, delivery service, writing reviews about products and services. Such audits allow to control the quality of the service and identify weaknesses, over which work will be carried out in the future to improve and eliminate the identified problems.


Choosing designs and names for new products and services

Service users also answer questions related to the choice of the most successful name and design for a new product or service, personal or consumer preferences of users.


Payment and money withdrawal

Completion of tasks in Toloka are paid. It is possible to withdraw funds using several payment systems:
PayPal PayPal Holdings, Inc. is an American multinational financial technology company operating an online payments system in the majority of countries that support online money transfers, and serves as an electronic alternative to traditional paper ...
,
Payoneer Payoneer Global Inc. is an American financial services company that provides online money transfer, digital payment services and provides customers with working capital. History Payoneer was founded in 2005 with $2 million in seed funding from ...
,
Qiwi QIWI plc is a Russia, Russian company that provides payment and financial services in Russia and Commonwealth of Independent States, CIS countries. The group includes QIWI payment system, QIWI Bank, CONTACT money transfer system, Factoring PLUS ...
(only for tolokers from some
CIS countries The Commonwealth of Independent States (CIS) is a regional intergovernmental organization in Eurasia. It was formed following the dissolution of the Soviet Union in 1991. It covers an area of and has an estimated population of 239,796,010. ...
), Papara (only for tolokers from Turkey). Also, money can be withdrawn to the
YooMoney YooMoney branded as ЮMoney, formerly known as Yandex.Money (russian: Яндекс.Деньги), is Russia's second largest electronic payment service after "Sberbank Online" according to a 2020 research by Mediascope. It is an online payment ...
and SBP for self-employed users. Money withdrawals usually take anywhere from several hours to several days, but it could sometimes take even longer. The maximum transfer time is 30 days.


Users

Toloka users, also known as performers or tolokers, are people who earn money by completing system testing and improvement tasks on the Toloka crowdsourcing platform. In 2018, more than a million people participated in Toloka projects. Most performers are young people under 35 (usually engineering students or mothers on maternity leave). Performers mainly see Toloka as an additional source of income, but many of them note that they like to do meaningful work and clean up the internet. As of March 2022, Toloka has 245,000 monthly active performers in 123 countries. Tolokers generates over 15 million labels per day.


Requesters

All tasks in Toloka are placed by requesters. The main uses of Toloka are data collection and processing for machine learning, speech technology, computer vision, smart search algorithms, and other projects, as well as content moderation, field tasks, optimization of internal business processes.


Toloka Research

In May 2019, the service's team started publishing datasets for non-commercial and academic purposes to support the scientific community and attract researchers to Toloka. Such datasets are addressed to researchers in different directions like
linguistics Linguistics is the scientific study of human language. It is called a scientific study because it entails a comprehensive, systematic, objective, and precise analysis of all aspects of language, particularly its nature and structure. Linguis ...
,
computer vision Computer vision is an interdisciplinary scientific field that deals with how computers can gain high-level understanding from digital images or videos. From the perspective of engineering, it seeks to understand and automate tasks that the hum ...
, testing of result aggregation models, and
chatbot A chatbot or chatterbot is a Software agent, software application used to conduct an on-line chat conversation via text or Speech synthesis, text-to-speech, in lieu of providing direct contact with a live human agent. Designed to convincingly si ...
training. Toloka research has been showcased at a range of conferences, including the Conference on Neural Information Processing Systems (NeurIPS), the International Conference on Machine Learning (ICML) and the International Conference on Very Large Data Bases (VLDB).


References


External links

* {{Yandex Yandex Crowdsourcing Human-based computation Social information processing Web services