What is an authenticity proof?

Cryptographic evidence that an oracle's data genuinely came unaltered from a specific source, so a contract need not blindly trust the oracle operator's honesty.

It shifts trust from "the operator is honest" to "the source is honest and the proof is sound." TLSNotary is a classic technique for proving a value really came from a particular HTTPS website.