"We know that's not enough, but it's a turnaround of nearly one million jobs from when President Obama took office," he added. "Surely even Mr. Romney thinks we're better off today than we were then."

That last line replaced a statement in Hoyer's prepared remarks that simply said, "We're better off."

Hoyer accused Republicans of not working with Democrats on the problem of job creation, and said that while the GOP is criticizing the record-high levels of federal debt under Obama, Republicans have their own debt problems.

"My friend Paul RyanPaul Davis RyanDOJ delivers Russia probe documents to Congress Laura Ingraham: George Will is ‘sad and petty’ for urging votes against GOP Seth Rogen: I told Paul Ryan I hate his policies in front of his kids MORE talks about fiscal responsibility, but voted to put two wars on a credit card," Hoyer said. "He voted to spend trillions of dollars on tax cuts for millionaires and billionaires.

"He voted for a prescription drug benefit with no plan to pay for it," the House Democratic whip continued. "He abandoned the bipartisan principle that we must pay for what we buy."

Hoyer said Democrats will be looking to advance their "Make it in America" agenda next year, which he said is a plan to revitalize U.S. manufacturing through boosting education and infrastructure.

"Barack ObamaBarack Hussein ObamaDemocrats cannot afford to play hardball on immigration reform Trump's tariffs are a case of crony capitalism Obama to visit Kenya, South Africa for Obama Foundation in July MORE and Joe BidenJoseph (Joe) Robinette BidenBiden: Trump family separation policy could make the US a pariah Elizabeth Warren can unify Democrats and take back the White House Giuliani doubles down on Biden comments: 'I meant that he’s dumb' MORE have been working hard to help middle-class families make it in America," he said. "Let's send them back to the White House with a Democratic House and Senate ready to get to work, ready to make tough choices, ready to meet our challenges head on."

— This story was updated at 8:27 p.m.