Measuring LLM Trust Allocation Across Conflicting Software Artifacts
LLM-based software engineering assistants often reason over multiple artifacts, including code, documentation, signatures, and tests, even when those artifacts are incomplete or mutually inconsistent. Existing evaluations primarily measure final outputs, leaving unclear whether a model recognized unreliable evidence, identified the faulty source, or prioritized the appropriate artifact. We introduce TRACE, a controlled method for evaluating how LLMs assess and prioritize conflicting software artifacts. TRACE constructs paired clean and perturbed versions of real-world Java method bundles by injecting known faults into the documentation, implementation, or both while holding the remaining ...
| Authors | Noshin Ulfat, Ahsanul Ameen Sabit, Soneya Binta Hossain |
|---|---|
| Primary category | cs.SE |
| Published | 3 April 2026 |
| Last updated at source | 21 July 2026 |
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