Peta Murgatroyd and James Maslow created such a huge buzz and gained a large following during the 18th Season of 'Dancing With The Stars,' so it's not that surprising that when they are spotted together once again dating rumors surface here and there.

Just this Monday, Murgatroyd and Maslow were photographed leaving the set of DWTS Season 19 together as they were reportedly heading to an after-party at Mixology 101 in Los Angeles, Just Jared has learned.

Peta and James, who used to be dance partners on the hit reality ballroom dancing competition and even made it to the semi-finals, grabbed a bite with some of their friends.

On Twitter, the rumored couple each shared to their fans what they were up to that night.

"I might just stop by @DancingABC to see @PetaMurgatroyd and @tommychong kill it tonight. Make sure you call and vote for them! 800-868-3413," James Maslow wrote on his Twitter account.

On the other hand, Peta Murgatroyd shared a snap of their get-together dinner with their friends.

"There's a lot of love at this table :) @fratelli_cafe @jamesmaslow @beauwolf13 @sergeonik @sharnaburgess @Dance10Brittany," she captioned the photo.

Whether James and Peta are indeed dating still remains a mystery to their fans since they have remained mum about their relationship since DWTS Season 18 wrapped up.

Interestingly, Peta Murgatroyd somehow hinted and addressed the real score between her and James in an interview with Gossip Cop.

"I would never fake a romance," she said. "There's no point. I don't have the energy to put out, to actually act that out. So whatever you see is real."

Murgatroyd then admitted that there "was a lot of energy" between herself and James and that there was "a lot of sexual chemistry" as well.

In the end however, she claimed that she is not going to leak more details about her relationship with the 'Big Time Rush' actor since she wants to keep her private life private.

Just this summer, Peta Murgatroyd and James Maslow were spotted vacationing together, along with a couple of friends, according to WetPaint.

Insiders said at the time that Maslow taught Murgatroyd how to surf and enjoy the waves.