However, all these models are heavily dependent on depthwise separable convolution which lacks efficient implementation in most deep learning frameworks.

Neural Information Processing Systems http://nips.cc/

Extracting individual sentences from a document as evidence or reasoning steps is commonly done in many NLP tasks. However, extracted sentences often lack context necessary to make them understood, e.g., coreference and background information. To this end, we propose a content selection and planning framework for zero-shot decontextualisation, which determines what content should be mentioned and in what order for a sentence to be understood out of context. Specifically, given a potentially ambiguous sentence and its context, we first segment it into basic semantically-independent units. We then identify potentially ambiguous units from the given sentence, and extract relevant units from the context based on their discourse relations. Finally, we generate a content plan to rewrite the sentence by enriching each ambiguous unit with its relevant units. Experimental results demonstrate that our approach is competitive for sentence decontextualisation, producing sentences that exhibit better semantic integrity and discourse coherence, outperforming existing methods.

If your iPhone or iPad is over five years old, you'll miss out on the wave of new features and applications coming this fall with Apple's upgrade to iOS 17. The iPhone X, the first to feature FaceID, iPhone 8 and iPhone 8 Plus will not support the new operating system. That means the iPhone XS, XS Max, and XR will be the oldest devices capable of running the new operating system when available later this year. The end of having to say'Hey' to summon Siri, a new Journal app for tracking your life goals, improvements to autocorrect, and a'Check In' feature to let friends and loved ones know you've arrived home safely are among iOS 17's new features. But only the most advanced iPhones, from 2021's iPhone 12 and newer, will be able to control their device with hand gestures during a FaceTime call, unlocking fun augmented reality (AR) reaction graphics.

AI have pushed the global traffic over to a now predominantly mobile world. Worldwide mobile traffic is now higher than desktop traffic. This led Google to announce that they will now be moving towards mobile-first indexing. This means your mobile presence will now drive your SEO and CRO success, as well as your bottom line. Today's internet users simply don't have the time nor the patience for irrelevant messaging thrust upon them by advertisers. Not only is this approach generally ineffective, but it increasingly tends to have the exact opposite of its intended impact: When someone's attention is derailed by impertinent ads with no value that connects, it can generate ill will and diminish the source's reputation.

That's the name first used in Spring 2016 when the chassis of an earlier iPhone, the iPhone 5s, was packed with the then-latest processor. It was also cheaper than any of the other phones in Apple's range. Apple has followed the same route here. The new phone looks very similar to the iPhone 8, with a 4.7in display, Touch ID, glass back for wireless charging. The iPhone 8 and iPhone 8 Plus will be retired, so this will become the most affordable iPhone in the range.

The new iPhone SE has landed and it qualifies as about the best-value phone Apple has yet made. With a price of £419, it very nearly matches the lowest debut price for an iPhone, too. That was the original iPhone SE which launched in March 2016 for £359. This is the first time Apple has recycled a phone's name. The original SE (the two letters don't stand for anything, by the way) matched the chassis of the iPhone 5s with a much newer, more powerful processor – the chip from the iPhone 6s.

Apple Inc. unveiled the new iPhone SE, its first low-cost smartphone in four years, seeking to boost sales while consumers wait for the launch of new high-end models with 5G later this year. To get to the lower cost, Apple is using an iPhone 8 design that debuted in 2017 along with a less advanced camera system, a smaller and older display and a Touch ID fingerprint scanner instead of 3-D facial recognition. The new model comes in black, white or red with storage options ranging from 64GB to 256GB, Cupertino, California-based Apple said on Wednesday. While many of the device's specifications have been surpassed by newer technology at this point, the iPhone SE does use the same A13 processor as the latest flagship iPhone. This also gives Apple a more competitive model in countries such as India that are flooded with cheaper Android phones.

Apple has launched a cheaper version of its iPhone SE as it attempts to continue normal business despite the coronavirus pandemic. The second-generation SE resembles Apple's previous design used for its smartphones between 2014 and 2017, complete with the traditional touch ID home button instead of face recognition. It costs from £419 in the UK and $399 in the US. The new phone is a follow-up to the entry-level SE from 2016, which reused the design of the iPhone 5S. The new SE replaces 2017's iPhone 8, which was until recently the cheapest iPhone on sale, costing £479 in the UK and $449 in the US. The second-generation SE has a 4.7in retina HD LCD screen, making it one of the few smaller smartphones available.

Black Friday fever is almost upon us, and this year online retailer Amazon is rolling out the deals a whole week early in what will be its'biggest ever' event. That means you can get your hands on fantastic offers on toys, beauty, home and more over an extended eight-day period in the UK. During Black Friday last year, customers purchased over two million items on Amazon. Popular buys included the much-loved Amazon Beauty Advent Calendar, the Amazon Echo Dot smart speaker and the highly-rated Instant Pot Pressure Cooker - showing the huge range of fantastic deals available on the day. This year, the sales extravaganza is expected to feature Lightning Deals, limited-time offers, new exclusive-to-Amazon product launches and other big savings.