Active learning represents a transformative paradigm in machine learning, aimed at reducing the annotation burden by selectively querying the most informative data points. This approach leverages ...

Active learning is not a new concept. Though coined by Bonwell and Eisen (1991), aspects of active learning can be found in studies by Piaget, Vygotsky, and Dewey*. Active Learning is a broad set of ...