Fine-tuning LLMs on mutation-generated crash stack traces localizes faults in SAP HANA, SQLite, and DuckDB with 63 to 74 percent accuracy, beating weak baselines.
Fault localization and repair for Java runtime exceptions,
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Fault Localization via Fine-tuning Large Language Models with Mutation Generated Stack Traces
Fine-tuning LLMs on mutation-generated crash stack traces localizes faults in SAP HANA, SQLite, and DuckDB with 63 to 74 percent accuracy, beating weak baselines.