When Umbraco 8 came out, we changed the logging format from simple strings to rich JSON log files. This allows us to do filtering, highlighting and grouping of log items but it came at the cost of readability.
Luckily, my colleague Warren made an excellent new menu item in Umbraco's developer section to explore and search the logs.