WASHINGTON—The Federal Communications Commission opened a new inquiry into ways to curb unwanted robocalls Thursday, with the aim of deterring use of fake phone numbers—a tactic known as spoofing that has been a major factor in the current epidemic.

Robocalls recently have run at a rate of more than 2.5 billion a month, according to some estimates, despite multiple efforts by the FCC and Congress to prevent them.

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