Lyon beat them at home for the first time in five years to beat St Etienne, Nice and Lille to a top three spot.
The goals came from Lisandro Lopez and Clement Grenier, who scored a superb free kick.
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Chelsea have struggled to build momentum in the opening stages of the campaign and are currently looking over their shoulders at the relegation zone.
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