Loading patterns…
MAPS: Multilingual Agent Performance & Security
Multilingual benchmark for agent performance and security across 12 languages. The example is a dated benchmark snapshot rather than a current model recommendation.
In 30 seconds
- What
- Measures agent performance and security across 12 languages using 805 unique tasks, revealing capability gaps and vulnerabilities per language.
- When to use
- Deploying agents to multilingual users or assessing whether performance degrades in non-English languages before production.
- Watch out
- Results reflect benchmark date and model version; performance rankings shift quickly and don't predict real-world multilingual safety.
Ask the AI expert about this pattern
Opens the assistant with your question prefilled. You review it before sending.
MAPS: Multilingual Agent Performance & Security: Overview
Multilingual benchmark for agent performance and security across 12 languages. The example is a dated benchmark snapshot rather than a current model recommendation.
- 805 unique tasks across 12 languages (9,660 total instances)
- Performance evaluation in diverse linguistic contexts
- Security assessment for multilingual agents
- Cultural and linguistic bias detection
- Cross-lingual capability comparison
- Real-world multilingual task scenarios
Get the Agent Evals field guide
All 25 agent evaluation methods condensed into one guide: which benchmark measures what, when a public score misleads you, and how to build evals out of your own failures. The link arrives with your confirmation, alongside the weekly Agent Architect.
Weekly email, one-click unsubscribe. We only use your address to send the briefing.
References
The papers, specifications, and repositories this pattern is based on.
- MAPS: A Multilingual Benchmark for Agent Performance and SecurityarXiv:2505.15935
- Multilingual Agentic AI Evaluation Framework (2024)
From the engineer behind this catalog
Find out what your evals miss
Measuring an agent is harder than shipping one, and most suites stay green while production drifts. Have your evaluation setup reviewed end to end: what you measure today, what you cannot see yet, and the regressions your current suite would let through.
€750 instead of €1,500, one week, written report and walkthrough call, until 30 September