# Multi-agent assistant system evaluation on Autonoma System 500 cases (test)

Source: [Multi-agent assistant system evaluation on Autonoma System 500 cases (test)](<https://www.sota2.com/research/sota/multi-agent-assistant-system-evaluation-on-autonoma-system-500-cases-test>)

Collection index: [llms.txt](<https://www.sota2.com/research/llms.txt>)

Data updated: 2026-03-23T09:13:58.557Z

Evaluation of a multi-agent assistant system using the 500 test cases from the Autonoma System dataset, focusing on task completion rate, frontend latency, agent coordination efficiency, multilingual interaction capabilities, and security validation.

A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage.

| Scope | Recorded value |
| --- | --- |
| Task | Multi-agent assistant system evaluation |
| Dataset (including any stated split) | Autonoma System 500 cases (test) |
| Metric | Task Completion Rate |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 1 of 1 |
| Coverage | All results currently returned for this benchmark |

Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol.

## Metrics

- [Task Completion Rate](<https://www.sota2.com/research/sota/multi-agent-assistant-system-evaluation-on-autonoma-system-500-cases-test.md?metric=Task%20Completion%20Rate>): Higher is better; unit: PERCENT.

- [Frontend Latency (s)](<https://www.sota2.com/research/sota/multi-agent-assistant-system-evaluation-on-autonoma-system-500-cases-test.md?metric=Frontend%20Latency%20(s)>): Lower is better; unit: TIME.

- [Agent Coordination Efficiency](<https://www.sota2.com/research/sota/multi-agent-assistant-system-evaluation-on-autonoma-system-500-cases-test.md?metric=Agent%20Coordination%20Efficiency>): Higher is better; unit: PERCENT.

- [Multilingual Interaction Success Rate](<https://www.sota2.com/research/sota/multi-agent-assistant-system-evaluation-on-autonoma-system-500-cases-test.md?metric=Multilingual%20Interaction%20Success%20Rate>): Higher is better; unit: PERCENT.

- [Security Breaches Detected](<https://www.sota2.com/research/sota/multi-agent-assistant-system-evaluation-on-autonoma-system-500-cases-test.md?metric=Security%20Breaches%20Detected>): Lower is better; unit: SCALAR.

## Recorded results

| Method | Task Completion Rate | Result date | Report paper |
| --- | --- | --- | --- |
| Autonoma | 97 | Not recorded | 69c0c9010636e5bf4afc3b3f |

### Autonoma

Task Completion Rate: 97. Result ID: 69c1045447f34ce924a8f74b.

[Reporting paper](<https://www.sota2.com/research/paper/69c0c9010636e5bf4afc3b3f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69c0c9010636e5bf4afc3b3f.md>)

Recorded evaluation configuration: {"Network conditions":"Variable","Test case volume":"500 cases","Penetration testing protocol":"Penetration tests"}. This record does not assert independent reproduction.

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