I found some benchmarks in the ANTLR project: https://github.com/antlr/grammars-v4/blob/master/java/java/B...
Project Parsing/Lexing Ratio
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jdk8 5.34x
Spring Framework 3.81x
Elasticsearch 5.76x
RxJava 5.69x
JUnit4 4.51x
Guava 5.37x
Log4j 2.92x
Obviously this is just one toolkit, one language, and one set of examples. But in these benchmarks, the tokenization (lexing) time is a small fraction of the total parse time.