Source: https://cloud.google.com/dataproc/docs/tutorials/bigquery-connector-spark-example#pyspark
For non-production use, you can also point to the latest jars, as follows:
1.5+
: -jars=gs://spark-lib/bigquery/spark-bigquery-latest_2.12.jar
-jars=gs://spark-lib/bigquery/spark-bigquery-latest.jar
Non-production and latest would always be partners, lol.