Michel Bastos and Franck Beria scored either side of the break for the visitors, who conceded a late goal to Vitorino Hilton but held on to climb five points clear of the drop zone.
A below-par Lens remain just two points off third-bottom Sochaux and are now winless in five league matches.
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