Author

Simona Scala

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Review Jul 2026

Benchmarks Are Not Validation: A System-Level View of Financial LLM Applications

It is taken that financial LLM validation should be an ongoing system discipline rather than a one-time model scoring exercise, and a research agenda for system-aware benchmarks, agent trace validation, judge alignment protocols, and lifecycle validation standards is concluded.

Burak Payzun, Irem Demirtas, Simona Scala et al. · arXiv.org · 0 citations