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On-Device Emoji Classifier Trained with GPT-based Data Augmentation for a Mobile Keyboard

Amer, Hossam, Osborne, Joe, Zaki, Michael, Afify, Mohamed

arXiv.org Artificial Intelligence

Emojis improve communication quality among smart-phone users that use mobile keyboards to exchange text. To predict emojis for users based on input text, we should consider the on-device low memory and time constraints, ensure that the on-device emoji classifier covers a wide range of emoji classes even though the emoji dataset is typically imbalanced, and adapt the emoji classifier output to user favorites. This paper proposes an on-device emoji classifier based on MobileBert with reasonable memory and latency requirements for SwiftKey. To account for the data imbalance, we utilize the widely used GPT to generate one or more tags for each emoji class. For each emoji and corresponding tags, we merge the original set with GPT-generated sentences and label them with this emoji without human intervention to alleviate the data imbalance. At inference time, we interpolate the emoji output with the user history for emojis for better emoji classifications. Results show that the proposed on-device emoji classifier deployed for SwiftKey increases the accuracy performance of emoji prediction particularly on rare emojis and emoji engagement.


Easily access the new AI-powered Bing across your favorite mobile apps

#artificialintelligence

Bing recently hit 100M daily users (and 100M chats)! Today, we're excited to share new AI-powered experiences that extend these capabilities to millions of additional people across devices and around the globe! In recent weeks, we've added a variety of new ways to access and interact with the new Bing. Today, we are announcing yet another, with powerful updates to SwiftKey that put the Bing AI experience one touch away across any iOS or Android mobile experience that supports a third-party keyboard. An updated SwiftKey represents a growing set of access points and improvements to Bing experiences, including new updates to existing app integrations spanning Bing, Skype, Microsoft Start, and Microsoft Edge apps.


The NYPD Brings Robot Dogs Back

WIRED

Our old friend Spot the robot dog is joining the Big Apple's police force. New York City mayor Eric Adams announced that the New York Police Department will be acquiring some new semi-autonomous robotic canines in the coming weeks. The move comes almost exactly two years after the NYPD halted its first go at using a camera-carrying robot dog for surveillance, after a massive public outcry; citizens felt it was a dystopian overreach of police power. Now Adams, a former NYPD captain, is moving the program forward again. The NYPD says it will acquire two of Boston Dynamic's controversial Spot bots. While the robot dogs have autonomous capabilities, the NYPD says these units won't be patrolling the streets by themselves just yet.


Microsoft brings Bing's AI chatbot to its iOS and Android SwiftKey apps

Engadget

Microsoft has begun integrating Bing AI capabilities into its popular keyboard app SwiftKey. While the third-party tool already includes some AI features, like learning from users' writing styles to make suggestions. Once a user clicks on the Bing button, which is located on the top left side of the keyboard, it offers three options: Search, Tone and Chat. Say you want to know which dessert pairs best with lasagna, just type that in to the search bar as you converse. Chat will suggest responses that it feels are in keeping with the messages or emails it's responding to.


You can now talk to Microsoft's Bing chatbot from your keyboard in iOS with SwiftKey - The Verge

#artificialintelligence

A keyboard-AI integration is not necessarily a new idea. There are other apps that offer similar functionality, like ParagraphAI, Smart Typer, and Typly. But it's part of a growing trend in which AI becomes an intermediary for communication. It's not clear how popular these apps will be (in my experience, AI-assisted editing is tricky to navigate on a small phone screen), but from Microsoft's perspective, it's another opportunity to insert itself into our technological lives, usurping a position currently occupied by rivals like Google and Apple.


Microsoft Adds Bing Chat to SwiftKey Beta for Android

WIRED

The ongoing incursion of artificial intelligence into every app, service, and facet of your life continues. Microsoft's popular Android keyboard app SwiftKey lets you type by swiping across letters on the screen to generate words. Now, SwiftKey is getting a dose of chatbot to spice things up. Microsoft released its AI-enhanced Bing chatbot in February. Since then it has gone up against the other chatbot heavyweights, including Google's Bard and OpenAI's ChatGPT (which powers Bing Chat's backend).


The Body Is The Missing Link For Truly Intelligent Machines - Liwaiwai

#artificialintelligence

It's tempting to think of the mind as a layer that sits on top of more primitive cognitive structures. We experience ourselves as conscious beings, after all, in a way that feels different to the rhythm of our heartbeat or the rumblings of our stomach. If the operations of the brain can be separated out and stratified, then perhaps we can construct something akin to just the top layer, and achieve human-like artificial intelligence (AI) while bypassing the messy flesh that characterises organic life. I understand the appeal of this view, because I co-founded SwiftKey, a predictive-language software company that was bought by Microsoft. Our goal is to emulate the remarkable processes by which human beings can understand and manipulate language.


Can I use predictive text on my PC to save typing?

The Guardian

Is there an intelligent keyboard app for Windows 10? I use Swype on my tablet, and apart from being faster than keyboard typing, I love the power of its intelligent predictive text. My PC doesn't have a touch screen, but I feel I would still benefit from the predictive text, as I'm not a touch typer. I looked at Grammarly, and a couple of others, but they're not really what I'm after. Predictive text programs have been around for a long time, and many are still available.


AI is about to drastically change

#artificialintelligence

Artificial intelligence (AI) and its corresponding technology all hinge on our human understanding of what intelligence is. One thing that we, however obvious, know for sure is that intelligence is linked to the brain. Whether it is dictated fully by cortical folding or any number of variables continues to be up for discussion. And so, while there are many ways to display and exhibit intelligence, a main goal of developing AI tech is to mimic human brain functionality. It's been an implied backbone to the entire field.


SwiftKey for Android now offers real-time message translation

Engadget

Microsoft has brought its Translator to SwiftKey, allowing users to translate their conversations without having to leave the app they're in. With an update out today, SwiftKey for Android will translate incoming and outgoing messages in real time and it will be able to do so for over 60 languages. Additionally, while you won't need to install Microsoft Translator to be able to use the new SwiftKey feature, the company says translation will work offline if you do. Microsoft purchased SwiftKey in 2016 and it only makes sense that it would merge it's translator with the smart keyboard. Android users can access the feature through SwiftKey's Toolbar -- just tap the plus sign in the upper left corner of the keyboard to get there -- and you can check out which languages are supported here.