Author

Tasfia Tasnim

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Book Open access Jul 2026

TOGBench: A Developer-Written Multi-variant Dataset and Benchmark Suite for Test Oracle Generation

OE25𝑑𝑒𝑣, a multi-variant dataset curated from developer-written unit tests across 25 open-source Java projects spanning 56 modules, and TOGBench, an end-to-end benchmark suite for TOG, which captures six oracle categories and preserves realistic settings, are introduced.

Tasfia Tasnim, Matthew B. Dwyer, Soneya Binta Hossain · AIware · 1 citation

Preprint Aug 2026

Documentation vs. Code Patterns: What Drives LLM-Based Exception Oracle Generation?

Future TOG systems should be evaluated not only by whether they predict the correct oracle type, but also by whether their predictions are grounded in meaningful exception-triggering evidence, to challenge the assumption that strong exception-oracle accuracy reflects robust use of exception semantics.

Soneya Binta Hossain, Matthew B. Dwyer, Tasfia Tasnim · 0 citations