Evaluation Artifacts for "GPTrace: Effective Crash Deduplication Using LLM Embeddings"

GPTrace is a tool for deduplicating fuzzing crashes. It takes as input data sources such as stack traces or ASAn reports that are associated to crashes of a binary and aims to group those inputs together that have the same underlying root cause.

This artifact contains data and scripts that can be used to evaluate GPTrace and compare it to other deduplication methods. More information can be found in the following conference paper:

Patrick Herter, Vincent Ahlrichs, Ridvan Açilan, and Julian Horsch. 2026. GPTrace: Effective Crash Deduplication Using LLM Embeddings. In 2026 IEEE/ACM 48th International Conference on Software Engineering (ICSE ’26), April 12–18, 2026, Rio de Janeiro, Brazil. ACM, New York, NY, USA, 12 pages. https://doi.org/10.1145/3744916.3773161

To get started, download all files, extract the gptrace_artifacts.tar.gz archive and move the other archives into gptrace_artifacts/archives/.