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Lauren Bennett most likely died by suicide, or at least that's how police are viewing her death ... TMZ has learned.

Multiple sources with direct knowledge tell TMZ ... authorities investigating the singer's May 29 death in the United Kingdom are treating the case as a suspected suicide.

As TMZ previously reported, the investigation remains ongoing and could take until October before it's formally concluded.

Guess "All Falls Down," even Noah Cyrus ... because she took a spill on the stage during one of her performances!

Check out the clip ... Noah was performing Monday at Saskatchewan Jazz Festival in Saskatoon, and in the middle of her groove, she tripped and took a tumble on stage.

The singer was okay, thank goodness ... and she didn't let the fall keep her down because she just kept going with her show right then and there ... singing on the ground and even saying "please put that on TikTok!"

Shakira, Shakira ... you gotta give us a little warning before you go turning the heat up this high!

We're reading the signs of her body, alright ... since the sexy singer was seen sporting a red-hot set in Miami over the holiday weekend.

Shakira hosed off in the Florida heat and ditched her skirt to put her perfect peach on display and let the flirty fringe flow.

Taylor Swift's "Eras" tour dancer Tori Evans was torn apart online for wearing white to the superstar's wedding ... but her husband says her dress wasn't white at all!

Tori's husband defended her on social media after the internet criticized her dress choice, commenting on the viral Instagram Reel of their outfits, "DRESS IS PINK CHAMPAGNE color for everyone that doesn’t understand lighting 😂."

But, not everyone was convinced, with one arguing, "Champagne shades are still bridal colors. She looks great but the Internet is not going to like this. Wrong occasion for this dress." Several others shared a similar sentiment, as you can see by some of the comments above.

Lauren Bennett -- a singer best known for her feature on the hit LMFAO song "Party Rock Anthem" -- has died.

Her former band GRL, released a statement Monday saying ... "It is with great sadness that we share the passing of our beloved Lauren."

They go on to say their "hearts are broken, and we cannot begin to express how much she meant to us. We will forever cherish the love, laughter, and countless memories she gave us. Her beautiful spirit touched so many lives, and she will be deeply missed and forever loved."

Bennett kicked off her professional music career when she was just 18 years old ... forming the Paradiso Girls along with several other ladies in 2007. They dropped their debut single "Patron Tequila" in 2009.

We're begging Duffy for mercy ... because she's back and looking amazing after disappearing for over a decade.

The Grammy winner hit the stage for the first time in 15 years on Sunday, performing an hour-long show at Hoxton Hall in east London.

Duffy performed her comeback concert for a specially-invited audience -- complete with fabulously-dressed drag queens -- before taking the after-party to Shoreditch.

Here's a crossover you probably weren't expecting ... Kanye West and Shane Gillis hanging backstage after the rapper's Texas concert.

The comedian gave fans a look behind the scenes by posting to Instagram a photo of himself with an arm around Ye after the his Alamodome show in San Antonio on Saturday night.

The meetup may seem like it came out of nowhere ... but the two have crossed paths before. Back in May, TMZ reported that Gillis was on the bill when Dave Chappelle took the stage at Comedy Store in Los Angeles ... where Chappelle surprised the crowd by bringing Kanye onstage for an unannounced appearance.

Harry Styles gave fans an unforgettable moment during the final night of his Wembley Stadium run ... taking time to publicly thank his former One Direction bandmates in a heartfelt speech that left the crowd roaring.

During his final run at Wembley Stadium for his "Together, Together" tour, Harry reflected on the journey that brought him from boy-band superstardom to selling out one of the world's most iconic venues ... saying "I wouldn't be on this stage if it wasn't for four friends of mine that were a massive part of this journey."

The singer continued to shout out and thank each of his former bandmates -- Niall Horan, Louis Tomlinson, Zayn Malik ... and his "dear friend Liam."

Lil Wayne pissed off another contingent of his loyal fans after bailing on a show earlier this week ... because he apparently showed up in New Hampshire Friday -- but it took him 'A Milli' years to get there.

Here's the deal ... Lil Wayne was scheduled to play a show at the BankNH Pavilion in Gilford, NH last night which fans say was supposed to begin at around 9 PM ET.

Well, Lil Wayne wasn't there at 9 ... or even 10 PM. According to angry Weezy fans, the rapper didn't show up until 11 PM, played just 1 hour and then bailed.

Lionel Richie has spoken out for the first time following the mid-show health scare that sent him to the hospital on June 24.

The "All Night Long" hitmaker took to Instagram to share performance photos from his Pittsburgh and Detroit concerts, telling fans he's "doing well" and thankful for all the love he's received.

And, he ended the post by confirming he is headed to Toronto for his next gig.

Madonna hit the town Friday night in a lacy black dress as she threw a major party in London on the same day she released her 15th studio album, "Confessions II."

Check it out -- the Queen of Pop dressed in a sexy short dress fitted with lace and criss-cross detailing ... paired with fishnet stockings, knee high black boots, and some bedazzled shades.

Madonna's loved ones came out to support -- you can see she was escorted out of London's Nikita private members club by her much younger beau, Akeem Morris. She was also joined by her kids, Rocco Ritchie and Lourdes Leon.

Taylor Swift and Travis Kelce got a very special thanks from iconic Dolly Parton after they donated millions to her charity, among others, amid their wedding celebration.

As TMZ reported ... Taylor's reps announced Thursday the couple donated $26 million to at least 20 charities this week ... a super generous gift.

T & T ponied up $2 million for Dolly's Imagination Library, a literacy program that provides free books to children -- and she wanted to make sure they knew how grateful she was. But she didn't end there.

Justin Bieber may be headed to one of the biggest stages in sports ... 'cause TMZ has learned he's in talks to perform at halftime of the FIFA World Cup final.

FIFA World Cup sources tell TMZ ... FIFA officials are discussing bringing Justin aboard an already stacked lineup featuring Madonna, Shakira and BTS for the July 19 spectacle at MetLife Stadium in New Jersey.

Bringing the Biebs into the fold would make sense for FIFA.

Justin and Hailey Bieber were front and center at the FIFA World Cup opening ceremony in Inglewood, CA just a few weeks ago ... and Justin even surprised VIP guests with an intimate backstage performance of "Yukon."

Taylor Swift and Travis Kelce aren't exempt from Mayor Zohran Mamdani's 78-degree suggestion ... though they'll have to "Shake It Off" anyway ... because MSG has an unconventional temperature system.

Here's the deal ... a city official tells TMZ the mayor's recommendation of setting the AC at 78 was a suggestion for all five boroughs of New York -- including Manhattan, where MSG sits.

In other words, MSG isn't exempt from the mayor's suggestion made on social media to all New Yorkers this morning ... though, again, it's just a suggestion -- not an edict from above.

Madonna laid it all out in her new album "Confessions II" ... and it sounds like she's taking savage, surprising shots at her ex-husband Sean Penn.

In the song "Bizarre," the pop icon sounds like she's throwing several jabs at Sean -- they were married for 3 years in the '80s -- seemingly saying the Oscar-winner was "threatened by her" level of fame and that he couldn't handle sharing the spotlight with with her ... among other insults about resentment.

To be clear ... Madonna doesn't use Sean's name ... but the lyrics "movie star, deep blue eyes," along with other obvious hints, sure make it sounds like she is singing about Spicoli.

Sorry, not sorry ... but today's just packed with celebrity birthdays and we can't help ourselves ... so flashing you Tate McRae's sexiest shots to honor her 23rd birthday is the least we can do.

It's always golden hour when Tate's on the screen, and if you've seen this girl in action, you know she's quite the dancing queen!