'ThinkLog': Reasoning-Enhanced Prompts Improve LLM Log-Statement Generation by 15.4%

arXiv·medium signal

ThinkLog (arXiv 2607.11615) adds explicit reasoning to guide where and what an LLM should log, improving log-statement generation accuracy by 15.4% while reducing inference cost. Practical for automated observability and logging tooling where naive prompting produces noisy or misplaced log lines.