IS has already been driven out of all of the towns it once held, but Prime Minister Haider al-Abadi has said he will not proclaim victory until the jihadists have been cleared from the western desert bordering Syria.
The Hashed al-Shaabi (Popular Mobilisation) paramilitary force said its fighters had taken control of 77 villages and hamlets since the launch of the offensive on Thursday morning.
It said five jihadists had been killed south of the ancient desert city of Hatra, but otherwise IS had put up little resistance.
Air support for the offensive, which also involves the army and federal police, has so far been provided exclusively by the Iraqi air force.
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The US-led coalition, which has provided air support for other offensives against IS in Iraq, said it carried out no strikes yesterday.
"We will provide strikes if we know that there is an ISIS (IS) cell, or tunnels, or something there," coalition spokesman US Colonel Ryan Dillon told AFP.
"And when you're in such a vast wide open desert area... there's less of a requirement for precision-guided missiles," unlike in urban areas.
At its peak in 2014, IS ruled over seven million people in a territory as large as Italy encompassing large parts of Syria and nearly a third of Iraq.
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