Aleksandr V. Chernikov

Benchmarking Normative AI Assistants Under Inconsistent Evidence with Paraconsistent Trace Semantics

Results indicate that contradiction-aware trace evaluation provides diagnostic information beyond final-answer accuracy under the evaluated fixed-evidence conditions, while not establishing causal architectural superiority, logical non-triviality, or end-to-end RAG performance.