MyLondon reported.City of London police, ambulance services and the coastguard were called to the scene to try to help all three people who were in the water.
Marine units managed to rescue the woman and one of the men who jumped in after her, but they were unable to locate a second man.
A City of London Police spokesperson said the body of a missing man was discovered in the river at around 6am the same morning.
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