Is the Ferrari Luce's Design Really That Bad? 3 Italian Auto Experts Weigh In The first electric Ferrari is already this year's most divisive car. We asked three Italian auto industry professionals to explain where the EV's design makes sense, and where it doesn't add up. The Ferrari Luce, the first electric vehicle in the brand's history, has generated heated discussion online, as comments and opinions about the design continue to bounce around the web. The Luce, an electric sedan with a $650,000 price tag that Ferrari presented with pomp and circumstance at the Quirinale in Rome on Monday, has paid dearly for its coming out from behind the curtain. Since Monday, the automaker has been suffering an avalanche of complaints and skepticism about the Luce.

Imagine a chatbot that actually knows how to talk to you. Earlier this year, when I walked into a renovated loft in downtown San Francisco, the couches and tables were littered with flyers advertising an "emotionally intelligent real-time AI coach." They were for Amotions AI--one of several start-ups that had gathered that day to pitch investors, entrepreneurs, and tech workers. Pianpian Xu Guthrie, Amotions AI's founder, was eager to tell me more. The AI model observes video calls on your computer, she said, and gives you real-time tips based on the other person's tone and facial expression.

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This adds another way for your inner life to be read by prying eyes, though you can opt out. A lifelong diary writer himself, Reinberg launched the app because he was fascinated by journalling, psychology and tech. He has no professional background or education in therapy. "We are not a clinical or a therapy tool," he says. "We're focused on self-reflection and finding connections between entries, holding up a mirror that helps you to make progress in your life." One feature I don't like is that it analyses each entry and gives a percentage score for your dominant emotions.

Accuracy is a commonly adopted performance metric in various classification tasks, which measures the proportion of correctly classified samples among all samples. It assumes equal importance for all classes, hence equal severity for misclassifications. However, in the task of emotional classification, due to the psychological similarities between emotions, misclassifying a certain emotion into one class may be more severe than another, e.g., misclassifying'excitement' as'anger' apparently is more severe than as'awe'. Albeit high meaningful for many applications, metrics capable of measuring these cases of misclassifications in visual emotion recognition tasks have yet to be explored. In this paper, based on Mikel's emotion wheel from psychology, we propose a novel approach for evaluating the performance in visual emotion recognition, which takes into account the distance on the emotion wheel between different emotions to mimic the psychological nuances of emotions. Experimental results in semi-supervised learning on emotion recognition and user study have shown that our proposed metrics is more effective than the accuracy to assess the performance and conforms to the cognitive laws of human emotions.

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'We May Have a Crisis on Our Hands': The Unregulated Rise of Emotionally Intelligent AI Pillay is an editorial fellow at TIME. Pillay is an editorial fellow at TIME. At least once a month, two-thirds of people who regularly use AI turn to their bots for advice on sensitive personal issues and emotional support. Many people now report trusting their chatbots more than their elected representatives, civil servants, faith leaders--and the companies building AI. That's according to data from 70 countries, gathered by the Collective Intelligence Project (CIP).

We employ a total of 26 annotators, consisting of 14 females and 12 males.