I'm using XXHash3 for verifying data integrity of large (10+MB) blobs. Very fast and appears to work very well in my testing--it's never missed any bit error I've thrown at it.
Aside: when storing hashes, be sure to store the hash type as well so that you can change it later if needed, e.g. "xxh3-[hash value]". RFC-6920 also has things to say about storing hash types and values, although I haven't seen its format in common use.