情绪和吸引力线索整合促进学习判断准确性：来自行为和脑电的证据

Judgments of learning (JOLs) refer to learners subjective predictions of whether they can successfully extract what they have learned on future tests. Face memory is an important foundation for acquiring information during social interactions and ensuring that social activities are carried out properly. Emotion and attractiveness are two important cues that influence JOLs of face memory. In reality, emotion and attractiveness often appear simultaneously in the same face. However, previous studies have only examined the effects of the two cues on JOLs individually, and have not deeply explored the effects of the integration of the two cues on the accuracy of JOLs and their mechanisms./t/nThe present study first explored the proportion of the number of emotional and attractive cue integrators. Then, we increased the gradient of each level of the attractiveness cue in Experiment 1, and utilized a mixed experimental design of 2 (group: cue-integrated group, non-cue-integrated group) 3 (emotional cue: high-intensity, medium-intensity, and low-intensity) 3 (attractiveness cue: high-intensity, medium-intensity, and low-intensity) to explore whether the cue-integration could improve face memory and the accuracy of JOLs. In Experiment 2, in order to further improve the sensitivity of the subjects to the two cues, the mixed experimental design was changed to 2 (group: cue-integration group, non-cue-integration group) 2 (emotional cues: high intensity, low intensity) 2 (attraction cues: high intensity, low intensity), and the EEG was used to investigate the temporal characteristics of cue-integration in promoting the accuracy of JOLs./t/nFindings: (1) Subjects integrated both emotion and attraction cues for JOLs ratings(the pre-experiment). (2) Integrating emotional and attractiveness cues improved the accuracy of JOLs (Experiment 1). (3) The group that integrated cues had a higher amplitude of late positive waves (LPP) in the parietal region during the encoding stage and late negative waves (NSW) in the frontal region during the JOLs stage compared to the group that did not integrate cues. Additionally, the amplitudes of NSW and LPP in the cue-integrated group were significantly correlated with the accuracy of JOLs(Experiment 2). The study found that individuals who integrated emotion and attractiveness cues during the encoding stage were better able to allocate cognitive resources for cognitive assessment and retain information in the JOLs stage. This led to more accurate monitoring of their own face memory. The study suggests that integrating two cues can improve cognitive performance./t/nThis study offers a foundation for individuals to comprehend the impact of cue integration on memory and metamemory in real-world face learning scenarios. It also aids in the development of effective learning plans and strategies, as well as precise monitoring of the learning process.