# Agentic Workflow Automation on Logistics domain

Source: [Agentic Workflow Automation on Logistics domain](<https://www.sota2.com/research/sota/agentic-workflow-automation-on-logistics-domain>)

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

Data updated: 2026-03-11T09:11:06.027Z

Evaluation of agentic workflow automation performance on the Logistics domain dataset, reporting overall success rate ($P\_t$) and average steps per task.

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 | Agentic Workflow Automation |
| Dataset (including any stated split) | Logistics domain |
| Metric | Overall Success Rate ($P\_t$) |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 3 of 3 |
| 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

- [Overall Success Rate ($P\_t$)](<https://www.sota2.com/research/sota/agentic-workflow-automation-on-logistics-domain.md?metric=Overall%20Success%20Rate%20(%24P_t%24)>): Higher is better; unit: PERCENT.

- [Average Steps per Task](<https://www.sota2.com/research/sota/agentic-workflow-automation-on-logistics-domain.md?metric=Average%20Steps%20per%20Task>): Lower is better; unit: SCALAR.

## Recorded results

| Method | Overall Success Rate ($P\_t$) | Result date | Report paper |
| --- | --- | --- | --- |
| PRECEPT | 100 | Not recorded | 69b0f7312d603e6de3e4600e |
| ExpeL | 97.5 | Not recorded | 69b0f7312d603e6de3e4600e |
| FR | 80 | Not recorded | 69b0f7312d603e6de3e4600e |

### PRECEPT

Overall Success Rate ($P\_t$): 100. Result ID: 69b131a16dbb7075b95bcfe6.

[Reporting paper](<https://www.sota2.com/research/paper/69b0f7312d603e6de3e4600e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69b0f7312d603e6de3e4600e.md>)

Recorded evaluation configuration: {"N (composite condition keys)":"5","beta (training level)":"3","Max retries":"4","Seeds per domain":"10"}. This record does not assert independent reproduction.

### ExpeL

Overall Success Rate ($P\_t$): 97.5. Result ID: 69b131a16dbb7075b95bcfe8.

[Reporting paper](<https://www.sota2.com/research/paper/69b0f7312d603e6de3e4600e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa764a1e209131cea6c2eb.md>)

Recorded evaluation configuration: {"N (composite condition keys)":"5","beta (training level)":"3","Max retries":"4","Seeds per domain":"10"}. This record does not assert independent reproduction.

### FR

Overall Success Rate ($P\_t$): 80. Result ID: 69b131a16dbb7075b95bcfe7.

[Reporting paper](<https://www.sota2.com/research/paper/69b0f7312d603e6de3e4600e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70cc1e209131cea4d38e.md>)

[Implementation](<https://github.com/noahshinn024/reflexion>)

Recorded evaluation configuration: {"N (composite condition keys)":"5","beta (training level)":"3","Max retries":"4","Seeds per domain":"10"}. This record does not assert independent reproduction.

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