The Gunners' 10-game winning streak was ended by Sunderland prior to the international break, but can the Premier League frontrunners bounce back against north London rivals Tottenham this weekend?
"{I feel like Arsenal are miles ahead of Tottenham at the moment but Spurs manager Thomas Frank will have a strategy for this game," remarked football expert Chris Sutton.
"Frank will attempt to nullify Arsenal, who have not always been at their sparkling best this campaign - but Mikel Arteta's side typically still manage to win."
Sutton is making predictions for all 380 Premier League fixtures this season, versus artificial intelligence, fans and a range of special visitors.
For the twelfth round, he takes on performer Olly Murs, who is a Manchester United supporter.
The singer's latest album, Knees Up, is available on the weekend.
Soccer and Parenting Life
Murs is a talented soccer player as well as a successful singer and has been a star of several Soccer Aid matches over time - but he is not planning a serious comeback as a player.
"{I actually played in a benefit match the other evening for a mate of mine," he explained. "The team was losing 3-1 when I was substituted in the 60th minute, and they proceeded to win 4-3, so you can read into that what you want!
"I still love football, but I hurt my joint a few years ago and it still hasn't fully recovered. I wish I could play more but the unpredictability of the sport means it's too risky for me in my career to do it properly again.
"Plus I am forty-one now, and we are not all Cristiano Ronaldo, are we!? No, I am very happy not playing football and I am preparing for the time that my daughter or boy chooses to play instead."
The singer and his spouse his partner have a young family, Madison and their son, and he is prepared to emulate his dad by taking on the role of their coach.
"I will not force football on our children but I've previously told Amelia that if they happen to get the passion for it then I will have to go and get my coaching badges - and I will probably be coaching their Saturday soccer team," he added.
"I watched my nephews play a lot, and I truly got into it, and I obviously was involved with a soccer team for a while too.
"My dad did it with us when I was a child, which is likely where I get it from. He coached our team for two or three seasons and had a wonderful time with it. That could be the future for me as well, and I am looking forward to it!"
Premier League Forecasts
Weekend, 22 November
- Turf Moor, 12:30 GMT
The Blues might have to wait a bit longer for Cole Palmer's return from fitness issues but their attack is already more potent with Joao Pedro and Delap both returned to fitness.
In my opinion this game will be fairly tight, though. The Clarets are disciplined and their sole home defeats so far have been against the Reds and the Gunners.
This smells of a 1-1 draw to me, but I am in fact going to choose the London side to win narrowly for what would be their third league win in a row.
The expert's forecast: 1-2
The singer's pick: Chelsea will be superior. 1-3
Artificial intelligence's prediction: 0-2
- Vitality Stadium, 15:00 GMT
Bournemouth have lost their previous couple games - albeit both of them were on the road - but they got absolutely spanked by Aston Villa last time out which shocked me.
In contrast, West Ham secured two in a row before the international break and, although both of those fixtures were at home, they do look strong again.
The Hammers' sole away victory this campaign came at Nottingham Forest in August, when West Ham boss Nuno was still Forest coach.
Therefore, what on earth do I go with here - can the Hammers continuing their streak under their manager, or Bournemouth responding?
I am going to go with the Cherries, because I believe what occurred against Villa was a blip.
The pundit's forecast: 2-0
Olly's prediction: Bournemouth are performing strongly but the visitors have picked up under their boss. 2-2
AI's pick: 1-1
- Amex Stadium, 15:00 GMT
The Bees were considered one of the favourites for relegation before the season started, but they have surprised a several people under Keith Andrews and are in good form with three in their past four games.
A family member told me to select Bees striker Igor Thiago in my Fantasy Football squad a few weeks ago and, unfortunately, I ignored the advice.
Thiago will probably find the net again on Saturday but I am nonetheless not going to pick him or back the away side at Amex Stadium.
The Bees have not had much success on the road this term, and Brighton are always strong at their stadium. Brentford will attempt to attack on the break but I feel the home manager's side pose much more of a danger.
Sutton's forecast: 2-1
Olly's prediction: This could be one of those games where you think there is going to be a many scores but it in reality proves to be rather close. 1-1
The computer's prediction: 2-1
- Craven Cottage, 15:00 GMT
It is a huge game for the Cottagers, who have suffered defeat in five of their last six matches.
They have have plenty of quality in their team but it nonetheless feels like they could be sucked into a drop zone battle.
As for the Black Cats, well they are the surprise package of the Premier League season so far.
Their display in the 2-2 draw with Arsenal last time out was excellent. We have not witnessed anyone else disrupt the North London side like that this term, and they were fully competitive for them.
The logical choice to do to back the Black Cats here, because they are clearly capable of disrupting Fulham up too and, the last time they were in this part of London, they defeated Chelsea at the end of last month.
But I am not going to do that. Rather, I really need to carry on opposing the away team with my predictions. I am taking a lot of responsibility for their positive results because they clearly enjoy to defy my predictions.
Considering the home side's home form, the only side they have lost to is Arsenal. Their manager's side will be absolutely eager for a good result, so I am going to say they will pick up three much-needed points.
Sutton's prediction: 1-0
The guest's choice: I know Sunderland are doing well and additionally that the hosts are on a bad streak... but Fulham have still been respectable at home this campaign. 2-0
AI's prediction: 2-0
- Anfield, 15:00 GMT
This is a hard one to predict. The Reds have lost seven of their past 10 matches in all competitions, but might they be one of the sides who profit from the {international break|