
Generative Models of Speech and Audio @GoogleDeepMind Frontier AI https://xitter.cf/t.co/BrshqMKe25
Joined January 2009
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Transformer-based TTS models sound great but have all kinds of reliability issues.
Our new model, Very Attentive Tacotron (VAT), is a Transformer-based TTS system that doesn't drop or repeat words and can generalize to any practical utterance length.
arxiv.org/abs/2410.22179
Eric Battenberg retweeted
Everyone in the world has to take a private vote by pressing a red or blue button. If more than 50% of people press the blue button, everyone survives. If less than 50% of people press the blue button, only people who pressed the red button survive. Which button would you press?
42%Red
58%Blue
98,539 votes • Final results Eric Battenberg retweeted
Replying to @jbillinson
Smartphones feel like the oddest collective delusion: everyone agrees excessive phone use is bad for them, everyone feels better without them, and we’ve structured all of modern life around using them constantly.
Idea for improving cold winters: Redefine the freezing point of water to be 10 C (50 F) during the winter months. Instant temperature increase when we need it most. We'll call it "Warmth Saving Temperature." 🥶🌡️☀️ @SaveStandard
Why do we keep doing this to ourselves?
Today, clocks across the country spring forward — and with that single hour comes a cascade of consequences most people don't see. ⏰
Research links the DST transition to increased rates of heart attack, stroke, traffic fatalities, and mental health crises in the days that follow.
Swipe through to understand why leading sleep and medical organizations, including the AASM, are calling for a permanent end to the clock change — and why Standard Time is the science-backed solution.
Learn more here. 👉 hubs.la/Q045WQ1b0
#DitchDST #DaylightSavingTime #SpringForward #SleepHealth #StandardTime
My prediction is that BC will repeal this after 1 year just like the US did when they tried it in the 70's.
npr.org/2026/03/07/nx-s1-574…
Eric Battenberg retweeted
There is no need to go through the stupidest ritual of modern life next weekend. More daylight is coming this month without the foolishness of changing our clocks. @SaveStandard Time!
Brighter days ahead! ☀️ Northern areas, including Seattle, gain over 100 minutes of daylight in March!
While daylight saving time begins on March 8, the month's biggest change is the rapid increase in daylight. bit.ly/4snpLeq
Eric Battenberg retweeted
Major new report on global trends in mental health, out today from Sapien Labs. Data from 2.5 million people across 85 countries.
Some of the most important findings:
1) Young adults used to generally have good mental health, compared to older generations. But now, in ALL countries examined, they are doing badly compared to older generations in that country.
2) "Four key factors have emerged that together predict three quarters of this effect. These are diminished
family bonds, diminished spirituality, smartphones at increasingly young age, and increasing consumption of
ultra-processed food."
3) The decline of young people's mental health is "most pronounced in the wealthier and more developed countries." They note that it is in such countries that smartphones are given earliest, junk food is most heavily consumed, spirituality is most diminished, and family ties are looser and often weaker.
4) "A younger age of first smartphone ownership is associated with increased suicidal thoughts,
aggression, and other problems in adulthood."
5) Here is their summary of findings on early smartphone ownership:
"GenZ is the first generation to grow up with a smartphone. Among this group, the younger they acquired their first smartphone in childhood, the more likely they are to have struggles as adults. These struggles extend beyond sadness and anxiety to less discussed symptoms, such as a sense of being detached from reality, suicidal thoughts, and aggression towards others. The effects arise through disruption of sleep, increased risk of exposure to harmful online content, predators, and explicit material as well as increased probabilities of cyberbullying during crucial developmental years. Excessive time spent on smartphones also diminishes the development of social cognition that requires learned interpretation of facial expressions, body language, and group dynamics. The negative impacts are particularly sharp below age 13."
The report is short, accessible, and important. Read it here:
sapienlabs.org/global-mind-h…
Eric Battenberg retweeted
There are now so many RCTs showing the mental health benefits of reducing social media use for at least a week.
Here's a new one showing that young adults get LESS lonely when they reduce, even though their friends are not reducing. From Gary Goldfield et al.
sciencedirect.com/science/ar…
Social media does not give teens real community; it prevents them from spending time with real people.
And, of course, Meta itself did an RCT, with similar results:
metasinternalresearch.org/
Imagine how much loneliness would drop if an entire school, or community, or an entire generation, reduced or quit at the same time.
Better yet, imagine how much less lonely, anxious, and depressed young people would be if social media was never invented, or if there had been an age limit of 16 when they were 10, so they did not all go through puberty spending 5 hours a day swiping and comparing, instead of hanging out with friends.
Meta is facing survivor parents and a jury for the first time in its history this week, in Los Angeles. It will argue that the data is all correlational, and that nobody can prove causation. They have been saying this for years and it is demonstrably false. There are so many different lines of evidence demonstrating causation. Zach Rausch and I lay out seven lines of evidence here:
osf.io/xsje9/files/hmf8e
My two favorites, after the RCTs: Teens themselves say it has harmed their mental health, and employees of Meta, Snap, and TikTok discuss the many harms that their products cause, in emails and internal reports that leaked or were discovered. They know that they are harming children at an industrial scale.
This is why so many countries around the world are now following Australia's bold move and raising the age for opening accounts to 16. 2026 will be a big year of change in the battle to reclaim childhood from big tech.
Julian is hosting a student researcher on our team. He's a great host, so if this textless audio generation project sounds like it's up your alley, fill out the form linked in his thread.
Hiring a Student Researcher @GoogleDeepMind to develop new methods for speech & audio LMs in Mountain View, California!🔈🌊🌊🌊
If you want to tackle coherent, long-form generative audio modeling in a textless / continuous / raw / latent / variable-rate /🤔 way... 🧵
Eric Battenberg retweeted
My team in GDM Frontier AI is hiring (Mountain View). If you're a researcher interested full duplex modeling, multimodal LLMs (Gemini), modality gap, joint speech/text modeling, PGMs, streamable generative models, and representation learning for language modeling -- DM me!
Eric Battenberg retweeted
Let's set the clocks back to Standard Time on Sunday morning and leave them there in the spring.
I believe most people will be surprised to find that, as the days naturally "get longer" as we move away from the winter solstice toward the "longest day of the year", the summer solstice, there will be ample daylight in the evenings when it is warm enough to enjoy it.
There will also be ample sunlight in the mornings in winter as people begin their day.
Standard Time is a good balance between morning sunlight and evening sunlight and is more closely aligned to the sun.
Let's give it a try!
@SaveStandard
#DitchDST
Eric Battenberg retweeted
This is the key visual. Locking the clock is better than switching twice a year. Whether you prefer standard or daylight savings is perhaps a matter of personal preference but the data on mental health in adults and kids say standard is better.
Eric Battenberg retweeted
Huge outage crashes many of the world’s biggest apps.
Multiple servers are down including Snapchat, Amazon & Alexa, Ring, Roblox, Fortnite, Robinhood, Coinbase, Venmo, etc.
Eric Battenberg retweeted
If you know the pain of sequence training<->inference, visit the #ICML25 Google booth 3-3:30 today (Tue.)!
SequenceLayers is not just a layer library, but a new approach to defining and composing sequence architectures.
Try it in Colab: colab.research.google.com/gi…
See our report:
Today, Julian Salazar presents SequenceLayers, a framework-agnostic layer API & open-source library for creation of robust, streamable sequence models. Stop by the #ICML2025 Google booth at 3pm to learn about its design principles & JAX implementation. github.com/google/sequence-l…
Tech Report: github.com/google/sequence-l…
Code: github.com/google/sequence-l…
PyPI package: sequence-layers
Eric Battenberg retweeted
Today, Julian Salazar presents SequenceLayers, a framework-agnostic layer API & open-source library for creation of robust, streamable sequence models. Stop by the #ICML2025 Google booth at 3pm to learn about its design principles & JAX implementation. github.com/google/sequence-l…
Tech Report: github.com/google/sequence-l…
Code: github.com/google/sequence-l…
PyPI package: sequence-layers
Eric Battenberg retweeted
Replying to @hubermanlab
Most people never fully adjust to Daylight Saving Time—they just sleep less. Restore permanent Standard Time for better alignment with circadian rhythms and healthy sleep!
Eric Battenberg retweeted
Regarding the debate about eliminating Daylight Savings Time ...
Back in the 70s we tried ending Standard Time (what we are currently in), not Daylight Savings Time (summer time). I've seen that confused a bunch already. This time around, if I'm reading things right, we are proposing to eliminate DST and stick with standard time year-round. Meaning we will fall-back in Novemeber and stay there.
Standard Time is what we were on before the World Wars and is what most of the world uses that doesn't observe the twice annual 1-hour clock adjustment. Also, Hawaii and Arizona observe permanent standard time as well. Neither of those states does the annual "spring forward".
Standard time is synchronized with solar noon meaning at noon, the sun is directly overhead in most of the time zone. This varies a bit based on how north/south/east or west you are of the middle of the time zone though. That variance is unavoidable in any scenario without the time zones getting divided more granularly than the current 1-hour increments.
While opinions on this are going to vary widely, I'm on the side of staying with Standard time year-round so that our clocks match the sun. Summer days will still be long and winter days will still be short. Shifting the clock around doesn't really change that.
The clock should be constant and synchronized with the sun, no reason to be changing it twice a year. Society should adjust around the clock regionally when needed if daylight is a concern for certain activities.
@SaveStandard @elonmusk @realDonaldTrump


























