- Our Massively Multilingual Speech AI research models can identify more than 4,000 spoken languages, 40 times more than any known previous technology.
- These models expand text-to-speech and speech-to-text technology from around 100 languages to more than 1,100.
- This kind of technology could be used for VR and AR applications in a person’s preferred language and that can understand everyone’s voice.

Supporting Thousands of Languages
Many of the world’s languages are in danger of disappearing, and the limitations of current speech recognition and generation technology will only accelerate this trend. We want to make it easier for people to access information and use devices in their preferred language, and today we’re announcing a series of artificial intelligence (AI) models that could help them do just that.
Massively Multilingual Speech (MMS) models expand text-to-speech and speech-to-text technology from around 100 languages to more than 1,100 — more than 10 times as many as before — and can also identify more than 4,000 spoken languages, 40 times more than before.

There are also many use cases for speech technology — from virtual and augmented reality technology to messaging services — that can be used in a person’s preferred language and can understand everyone’s voice.
We’re open-sourcing our models and code so that others in the research community can build on our work and help preserve the world’s languages and bring the world closer together.
Our Approach
Collecting audio data for thousands of languages was our first challenge because the largest existing speech datasets cover 100 languages at most. To overcome this, we turned to religious texts, such as the Bible, that have been translated in many different languages and whose translations have been widely studied for text-based language translation research.
These translations have publicly available audio recordings of people reading these texts in different languages. As part of the MMS project, we created a dataset of readings of the New Testament in more than 1,100 languages, which provided on average 32 hours of data per language.
B y considering unlabeled recordings of various other Christian religious readings, we increased the number of languages available to more than 4,000. While this data is from a specific domain and is often read by male speakers, our analysis shows that our models perform equally well for male and female voices . And while the content of the audio recordings is religious, our analysis shows that this doesn’t bias the model to produce more religious language.
Going Forward
In the future, we want to increase MMS’s coverage to support even more languages, and also tackle the challenge of handling dialects, which is often difficult for existing speech technology.
Learn more about MMS .
Related News
Using ai to translate speech for a primarily oral language.
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ANDROID Vs iOS – AN ANALYSIS

Mobile phones have become a part of human’s everyday life. There are more than six Billions mobile users in the world. Every mobile phone has hardware and a specialized software called an operating system. There are many mobile operating systems available. Android is a software stack-set of software subsystems needed to deliver a fully functional solution for mobile devices [1]. The iOS is a mobile operating system that allows all other apps to run on an iPhone, iPod Touch or iPad . This paper discuss about Android mobile OS advantages, Apple iOS advantages and Global mobile OS usage statistics. Some of the most commonly used jQuery based websites Loading times have been found using these two mobile operating systems default browser and tabulated. Two line charts have been drawn and the results were analyzed.
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Internet is a more powerful web media. It provides a lot of important and effective services to our day-to-day life. Every one is particular about loading time of a web page. There are many softwares available to build a website. A website is a collection of Web pages, images, videos or other digital assets that is hosted on one or several Web server(s), usually accessible via the Internet, cell phone or a LAN. No one likes any slow-loading websites. jQuery is an open source JavaScript library that simplifies the interactions between an HTML document, or more precisely the Document Object Model, and JavaScript. jQuery is used to build faster loading websites.[1] This paper discuss about the loading time of jQuery websites on three different popular browsers and the loading time of Flash websites on Internet Explorer -10. The results were tabulated and analyzed.

Large scale web applications require high latency time on the network of the networks. The latency time increased along with the additional response time especially for large scale web applications accessed by huge number of web users. This paper proposes solution to above problem by high quality design technique that reduces the required response time for Large Scale Web Applications. This results in the improvement in the performance of the web applications especially in the ETL in Data Warehouses with size in TBs, E-commerce with online payments and enhances the browsing experience especially on social networking sites. The Proxy cache is used to synchronise the various systems at single point of contact for such large scale web applications. The HTTP header verification and comparison enables the proposed system to optimize the proxy cache data. This optimization of the proxy cache data improves the response time. The analysis and experimentation proves the improvement in the performance by reducing the latency time.
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Why are there more research papers on Android malware than iOS malware?
Based on this question .

5 Answers 5
Android has 87% market share . Even if attackers manage to infect small percent, that is still lot of devices they can cover in small time frame they get before the vulnerability is fixed or malware is detected.
Android suffers from infamous fragmentation problem due to which most android devices lose security updates after 3 - 4 years and forever become vulnerable to new vulnerabilities. This gives attackers large timeframe to spread malwares through various channels until they are caught by Google Play Store and anti-malware agencies. So more malwares are built for android devices.
Android allows flashing of custom images which can used to gain root access. This is useful for researchers to disable some SELinux policies, customise kernel, attach debugger with the malware, dump its memory and analyse post exploitation behaviour of malware in real environment.
Qualcomm, Samsung and MediaTek release platform tools for their SoCs which can reflash even hard-bricked devices. This lowers research cost and if experiments go wrong, there's a safe state to go back to without requiring specialised hardware programmers. Using these tools, the process can also be automated to test malware samples in different OS versions and in generic system images .

- Comments are not for extended discussion; this conversation has been moved to chat . – schroeder ♦ May 14, 2021 at 21:32
- The fact that Android has 87% of market share is a good reason for criminals to use it, not for researchers to make research on this OS. Researchers are interested by poor quality OSes to warn everyone of the risk there is in using such a poor quality OS. – dan May 15, 2021 at 21:21
I can think of a few reasons:
Android is open source
That makes easier to analyze its workings and identify vulnerable code.
It's more used
More people use Android than iOS, so the resulting malware would infect more people.
Emulators are more accessible
Android emulators are more accessible. That makes testing different Android versions way easier.
Sideload is very easy
As Robert properly commented , it's easy to send someone a random APK and they will probably install.
Custom ROMs
There are hundreds of custom ROMs available, and some of them disable security features. They are mostly intended for development use, but some people use it as default ROM.
- 7 Don't forget that side loading apps is possible on Android but not on iOS. This makes it get malware onto devices if you want to avoid Play Store. Just place an APK on a web server, add a good story and people will download and install the app. – Robert May 12, 2021 at 19:55
- 1 Sideloading is definitely easier on Android, but it's not impossible to do on iOS. Apps can be signed with enterprise certificates or ad-hoc, which has been used by malware before. The user first needs to install the relevant certificate, and can then install the app. When Apple finds out, they can easily revoke the certificate though. – Dauntless May 14, 2021 at 16:00
- Point 2 is only valid for virus like malwares. This is a small part of the malware population. – dan May 15, 2021 at 21:38
- @dan it's valid for everything else too. You cannot run on Android, for example, an adware made for iOS. So making an effort to infect the platform with more users is more profitable, that's why there's almost no viruses for BeOS or QNX. – ThoriumBR May 15, 2021 at 23:08
It's easier and more profitable to write malware for Android, thus there is more research on, and more research papers about Android malware compared to iOS.
To break down why malware is more common for Android:
Android allows developers more freedoms(that can also be utilized maliciously), a few things worth mentioning:
- Android can be 'rooted' by design, aka the default image is easily replaced with whatever the developer (hacker/script kiddie/whatever) wants
- Android allows for side loading apps, something as simple as clicking on a "bad" link can lead to malicious downloads taking place in the background with the consumer only seeing a blank screen - or whatever else the nefarious actors chose.
- Emulators for Android don't require any specific hardware, where iOS basically requires an apple computer, or a 1k+ investment (I say basically because, yes there are ways around it)
Android also has a problem with security updates. There are X numbers of vendors running Y versions of android at any time, most often with their own customizations to the OS, and manufacturer support ranging anywhere from 1-4 years on average. I've previously purchased Android tablets that don't let you update the OS at all, ever . Compare this to Apple longer support and consistent updates across a simplified line up of devices. It's easy to forget how integral software + hardware is in a security discussion - it's not just about the software and it's patches.
More profitable
Android holds a commanding lead in market share, even with the average income of iPhone owners markedly higher, the sheer number of Android users means a successful exploit can reach millions more people, and thus, turn millions more in profit.
Other Notes
I've often seen that Android being open source is a reason it's less secure - I personally reject that theory. In general, large, well supported open source projects are just as or more secure than their closed source counterparts. Further, companies like Apple and Microsoft expect that their source code is revealed in it's entirety from the start of their security planning. They know it's nearly impossible to hide indefinitely, and it's better to not rely on "hidden source code" to be secure.
One last tidbit I'd like to add, there may be more malware for Android, but that doesn't mean iPhone is inherently safer . It's simply what the (black) market dictates.
As well as the malware being more common, the open source nature of the project allow more security researchers to review and analyze the code, which also increases the amount of research papers about Android compared to iOS. Thanks @Nosajimiki for making this point clear/widening the perspective for this answer
- 2 "... something as simple as clicking on a "bad" link can lead to malicious downloads taking place in the background ..." - and then you have a dead malicious APK on the device that you could only install/activate if you went to the advanced app settings and allowed your browser to actually install it. How much malware is actually spread via APK sideloading I wonder. – Martin May 13, 2021 at 10:05
- 3 Android being FOSS as an argument for it having more security research is more realistically about it being easier to isolate and experiment with bugs if you can see the source code than it being somehow inherently more secure. – Austin Hemmelgarn May 13, 2021 at 11:28
- 2 How does the first point ("Android can be 'rooted' by design") relate to malicious usage? Do you mean that malware would root and reflash the phone, installing a compromised image? I've never heard of that happening, getting the bootloader unlocked is typically quite a complicated process that requires significant user intervention. Or do you mean that there's more malware exploiting already rooted phones just because there are more rooted Android phones? – TooTea May 13, 2021 at 12:15
- 1 @TooTea running a rooted Android has its advantages and a lot of advanced (or pretending to be advanced) users run rooted Android on a daily basis. A rooted device is easier to break in and way easier to hide in. – fraxinus May 13, 2021 at 13:27
- 2 Open source source projects inherently get more people analyzing, documenting, and publishing their vulnerabilities than closed source. While you are correct that open source does not necessarily make it less secure, it does answer the OP's question about why there is more research papers written about Android Security. – Nosajimiki May 14, 2021 at 15:26
The other answers focus on the fact that Android is fragmented, more accessible and has a larger market share. While this is all very true, there are a few other things that make it much more interesting for malware:
- Applications can request the SYSTEM_ALERT_WINDOW permission which allows them to draw on top of other applications. This is typically used with banking trojans that provide fake overlay windows to users.
- Applications can register as an Accessibility Service . This allows them to read content from the screen, as well as input touches on the device to execute actions on the user's behalf. As soon as this accessibility permission is granted, the malware will typically disable Google Play Protect, give itself all other necessary permissions, hide itself from the launcher and make it more difficult for the user to uninstall it. The Accessibility Service can also be used to create a KeyLogger.
- Applications can register to be the default SMS handler for incoming text messages, which allows them to easily intercept mTAN/2FA tokens, or confirm mobile subscriptions.
- All devices below Android 10 are vulnerable to StrandHogg 2 which is a vulnerability in how Android tasks are managed. Applications cannot protect themselves against this, and it will be many years before most users have Android 10 or newer.
- Some Android vendors will provide security patches, but not OS upgrades. This means that while they may be protected against specific vulnerabilities, the devices won't be able to protect themselves against API-related issues (such as the StrandHogg 2 vulnerability listed above).
- Android applications can load code at runtime . This means that an application can put all the malicious code on a remote server and only load that code when specific criteria are met. This is one way in which Android malware often makes it into the Google Play store, since the malicious behavior will not be shown during the (automated) security verification of the Play store. Google does try to prevent dynamic code loading, since it's against the Play store EULA, but malware will try to hide this as much as possible.
The fact that Android is fragmented is definitely true, but most malware doesn't even try to obtain root privileges. Because it is so fragmented, it actually takes more effort to create an exploit that would reliably work on multiple Android devices than on iOS. This is one of the reasons why a zero-click exploit for Android is now worth more than iOS .
If you want to attack iOS, you will have to exploit either known or unknown vulnerabilities which requires a significant investment. This does happen , but it's usually as a targeted attack rather than just for making some money. Add to this that iOS updates are delivered to end-users in a very short time period and the number of supported iPhones for new iOS versions is also impressive. This makes using known vulnerabilities much less interesting.
It is the simple consequence of the law of supply and demand:
Android (and all OEM-provided versions) is a much more vulnerable OS than iOS.
Then there is a much larger market of weapons targeting Android than iOS. The ratio of malware (of any kind), last time I checked (10 years ago), was 10⁴:1 in one full year. This ratio is not proportional to market share nor to the impact size a virus could have.
This huge advantage in the attack surface of Android implies that there is much more work to make to improve Android security than iOS security and that there are many more products to sell on the security market.
Then the research on securing Android is a profitable and wide field (is this field infinite is still an open question from my point of view). I would say a kind of bottomless well.
- 2 This is in no way "security theater". I think you mean a different term. If the problem actually exists, then it's not "theater". – schroeder ♦ May 13, 2021 at 14:41
- 1 Android has ART which is a sandbox. You cannot run android in privileged mode in normal use. Android and iOS have almost equivalent level of security. – defalt May 13, 2021 at 21:11
- 4 In order to run "Android in privilege mode" (namely, root apps) you have to undergo a procedure that can never be done unintentionally, because Android is designed to do so. Most recent iOS-es can't simply be rooted. – usr-local-ΕΨΗΕΛΩΝ May 14, 2021 at 11:40
- @Schroeder the fact that there are many security dealers who are happy to sell a product on an OS of poor quality is a shame. These dealers would be much more honnest by advising officially everyone to stop using crap software. This lie in the security market is what usually professionnals in the security field name the "security theater". – dan May 15, 2021 at 21:34
- @dan ... right ... because we should only be using perfectly secure products at all times and anyone who dares help to improve the security of a popular product is a dishonest and evil profiteer. Got it. And what is the colour of the sky in your world? Or, a better question, what device, OS, and software are you using? – schroeder ♦ May 16, 2021 at 7:39
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As well as the malware being more common, the open source nature of the project allow more security researchers to review and analyze the code, which also increases the amount of research papers about Android compared to iOS. Thanks @Nosajimiki for making this point clear/widening the perspective for this answer