Rewards are necessary for learning, but they may actually mask true knowledge, a new Johns Hopkins University study with rodents and ferrets finds.
The findings, published today in Nature Communications, show a distinction between knowledge and performance, and they provide insight into how environment can affect the two.
"Most learning research focuses on how humans and other animals learn 'content' or knowledge. Here, we suggest that there are two parallel learning processes: one for content and one for context, or environment," says Kishore Kuchibhotla, an assistant professor in the Johns Hopkins University Department of Psychological and Brain Sciences and the study's lead author. "If we can separate how these two pathways work, perhaps we can find ways to improve performance."
An example of the difference between learning and performance, Kuchibhotla explains, is the difference between a student studying and knowing the answers at home, and a student demonstrating that knowledge on a test at school. While researchers have known that the use of rewards—called reinforcement—can change how animals behave, it's been unclear exactly how rewards affect learning versus performance.
"What we know at any given time can be different than what we show; the ability to access that knowledge in the right environment is what we're interested in," he says.
To investigate what animals know in hopes of better understanding learning, Kuchibhotla and the research team trained mice, rats, and ferrets to perform a series of tasks and measured how accurately they performed the tasks with and without rewards.
For the first experiment, the team trained mice to lick for water through a lick tube after hearing one tone (target tone), and to not lick after hearing a different, unrewarded tone (foil tone). It takes mice two weeks to learn this in the presence of the water reward. At a time point early in learning, around days 3-5, the mice performed the task at chance levels (about 50%) when the lick tube/reward was present:
When the team removed the lick tube entirely on these early days, however, the mice performed the task at more than 90% accuracy:
The mice, therefore, seemed to understand the task many days before they expressed knowledge in the presence of a reward. After two weeks of training, expert mice performed at high accuracy in the presence of the lick tube:
To confirm this finding with other tasks and animals, the team also:
- Had mice press a lever for water when they heard a certain tone
- Prompted rats to look for food in a cup if they heard a tone, but not if a light appeared before the tone
- Had rats press a lever for sugar water when a light was presented before a tone
- Had rats push lever for sugar water when they heard a certain tone
- Prompted ferrets to differentiate between two different sounds for water
In all experiments, the animals performed better when rewards weren't available.
"Rewards, it seems, help improve learning incrementally, but can mask the knowledge animals have actually attained, particularly early in learning," Kuchibhotla says.
Furthermore, the finding that all animals' performance improved across the board without rewards suggests that variability in learning rates may be due to differences in the animals' sensitivity to reward context rather than differences in intelligence.
The dissociation between learning and performance, the researchers suggest, may someday help us isolate the root causes of poor performance. While the study involved only rodents and ferrets, Kuchibhotla says it may be possible to someday help animals and humans alike better access content when they need it if the right mechanisms within the brain can be identified and manipulated.
For humans, this could help those with Alzheimer's disease maintain lucidity for longer periods of time and improve testing environments for schoolchildren.