Rumors circled on Twitter on Sunday that the Spurs boss had hit one of his players in the Anfield locker room, but Aaron Lennon and Roberto Soldado have dismissed the claims.
The rumor circulated on Twitter in the hours after the match, and suggested that Sherwood would be fired as a result of his alleged actions.
But both players have written posts on their personal social media accounts to apologize for the team's display at Anfield and to dispel the speculation about their manager.
"Today was not good enough and we let everyone down, but the rumours about the boss hitting someone are b******s, crazy how powerful twitter is," Lennon wrote on Twitter.
And Soldado added on Instagram: "Bad game today and our chances of reaching the Champions League decrease. It is time now, more than ever, to fight together. Rumours do not help at all, and everything that has been said is absolutely false, COYS!"