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One group received biased feedback that induced a liberal criterion and one group received biased feedback that induced a conservative criterion (see Methods; Supplementary Fig. 8).
This biased feedback drove participants to adopt a more liberal criterion over the course of the experiment (Fig. 2b).
(b) The biased feedback paradigm elicited a liberal shift in criterion (that is, more negative criterion values) over the course of the recognition test.
Furthermore, the continuous confidence ratings and biased feedback protocol in the present experiment were designed to provide a wide range of PE values from trial to trial.
Whereas veridical feedback does not typically impact recognition criterion28,33, the biased feedback paradigm successfully drove changes in recognition decision criterion.
Follow-up experiments show that the learned recognition criterion transfers to free recall, and targeting biased feedback to experimentally manipulate the magnitude of PEs influences criterion consistent with PEs scaled relative to memory strength.
Similar(48)
The reasons can be complicated — bad or biased training data, reliance on proxies, biased user feedback — and the ways to address them may look little like the ways we address the biases in ourselves.
The developed auto-tuning procedure identifies a first order estimation model obtained by a biased relay feedback test.
If feasible, it can be useful for wineries to use small groups of friends or colleagues to serve as a tasting panel, but as this group is also biased, their feedback should also be taken under advisement.
An analysis of the results indicated that this rolling training approach is an effective method for enhancing the judgmental extrapolations elicited from people with technical knowledge, especially when bias feedback is provided.
EWO-EFD comprises a bias feedback path through the bias register (100 MΩ), in order to maintain high input impedance by bootstrapping and to feed the bias current to the probe.
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Since I tried Ludwig back in 2017, I have been constantly using it in both editing and translation. Ever since, I suggest it to my translators at ProSciEditing.

Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com