LiveMACE: Process-Aware Evaluation of LLM Agent Capabilities in Evolving Markets
Factual evidence
What the source reports
Researchers introduced LiveMACEBench, a process-aware benchmark using live financial markets to evaluate persistent LLM agents.
Inspect the evidence
- Inclusion basis
- Enterprise AI
- Publisher and source type
- arXiv cs.CL — Computation and Language · RESEARCH
- Published by source
- 8 October 2026
- Collected by OneBench
- 9 Oct 2026, 03:01 UK
Stored source excerpt
arXiv:2610.09872v1 Announce Type: cross Abstract: Evaluating agents by outcomes alone can obscure the capabilities that produce them. This problem is especially pronounced in evolving environments,…
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OneBench interpretation
Institutional assessment
So what
Process-aware evaluation frameworks allow model risk teams to assess LLM agent decision mechanics rather than relying solely on trading outcomes.
Do what
Review agentic evaluation frameworks with model risk teams to assess whether process-based benchmarks should supplement outcome-based validation.