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The Highways Agency say that the pothole appeared near Lynsted half way between junctions for Faversham and Sittinbourne.
It's unclear whether the recent downpours and subsequent flooding contributed to the pothole opening up.
Long tailbacks built up after the M2 in north Kent was shut at Lynsted, between junction 5 near Sittingbourne and junction 6 south of Faversham.
The Highways Agency said the hole measured 16ft (5m) by 6ft (2m) and was 50ft (15m) deep.
A spokeswoman said: "The road has been closed while urgent safety checks are made following a large hole opening up in the central reservation.
"Agency staff and contractors are working hard to inspect the hole and make the necessary repairs and lanes will be reopened when it is safe to do so."
She added that there were delays both east and westbound in the area of the closure and urged drivers heading to and from the port of Dover to use the M20 instead.
The M2 is closed has been both directions between Sittingbourne and Faversham to allow emergency roadworks to a section of carriageway.
It's understood that a sinkhole up to 15 metres deep has opened up on a central reservation.
Traffic is being diverted via the M249 and A20. It's expected that the closure could last for 24 hours
Latest ITV News reports
A 10-mile section of motorway in Kent has been closed in both directions after a huge, 50ft-deep hole appeared in the central reservation.