Shane Told also confirmed via the band's Formspring that Martin Wittfooth, the artist and friend of the band responsible for all four of the band's album artwork, had once again painted the album artwork. On 15 February 2011, the band posted the album artwork for "Rescue" on their official Facebook page. On 19 February 2011, 89X Radio aired a new song from the band named "Burning Hearts". On 22 February 2011, in response to a fan on Facebook, the band stated that they were not releasing a traditional lead single from the new album, and that they had made three music videos so far. They then went on to state that the new record has "tons of screaming and breakdowns". The album, Rescue, was released on 26 April 2011. Silverstein has also recorded a song featuring Ryan Key of Yellowcard called "Stay Posi" (Stay Positive) for the Take Action! Vol 10. Compilation. On 17 October 2011, the band posted a new video on their YouTube channel about an upcoming release. They announced that are in process of recording a new album called "Short Songs" with producer Jordan Valeriote, scheduled for release on 7 February 2012. They also said that the EP will contain 22 songs under 90 seconds with half songs being covers of punk songs that influenced them. Silverstein contributed a cover version of "Runaway", originally recorded by Kanye West, to the "Punk Goes Pop 4" compilation album, released in 21 November 2011. On 1 December 2011, the band streamed two songs off "Short Songs", "SOS" and "Brookfield", as well as their covers of Green Day's "The Ballad of Wilhelm Fink" and NOFX's "It's My Job to Keep Punk Rock Elite" on PunkNews. The band announced that they would be playing 10 shows in August in the United States and Canada supporting "Short Songs" during which they would play the album in its entirety as well as a greatest hits set. Called the "SHORT TOUR", it ran from 16 to 26 August 2012. On the SHORT TOUR, the band began announcing that they would have a new album in 2013. On 25 September 2012, the band announced that Neil Boshart was no longer a member of the band, after 11 years together. He was replaced by former I Am Committing A Sin guitarist Paul Marc Rousseau. Told later revealed that Boshart's replacement was due to many years of growing apart, stating there was very little contribution to "Short Songs" from Boshart.