Obtaining Query-specific Similar Concepts with BERT-based retrieval for Commonsense Knowledge Gameboard

Commonsense knowledge based question answer- ing is a recent topic that has seen a surge in inter- est. Yet most models obtain general data, this pa- per looks at obtaining query-specific similar con- cepts using first and second-order proximity to- gether with BERT-based retrieval. Using these query-specific concepts new commonsense knowl- edge...

FindItOut: a Crowdsourcing Discriminative Tacit Knowledge Elicitation Multiplayer Game using Pictures

Despite the ever-growing advances in artificial intelligence (AI), common sense acquisition and reasoning is still comparingly in their early stages to other fields in AI. To further advance this field, it is necessary to collect large amounts of common sense facts or tacit knowledge to train such AI models. One effective way is to use...

Designing a single player textual GWAP for validating tacit knowledge elicitation from crowds

Machine learning can still make harmful mistakes. A solution would be tacit knowledge. Machine learning needs this type of knowledge to improve. An example of such knowledge that can help make the system draw better logical conclusions would be: if presented with an open fridge, then it could deduct that the food will go bad. Tacit knowledge or...

SceneFinder: A collaborative game that collects tacit knowledge from crowds

The manual process of collecting and labelling data required for machine learning tasks is labour-intensive, expensive, and time consuming. In the past, efforts have been made to crowdsource this data by either offering people monetary incentives, or by using a gamified approach where users contribute to databases as a side-effect of playing an...

Driving engagement and online social behavior of employees in an enterprise environment

In the recent years, gamification, “the use of game design elements in non-game contexts”, has drawn the attention of an increasing number of scientists. Although several studies highlighted the benefits of gamification in several applications, its potential in the enterprise environment still needs to be understood. In the enterprise context,...