# Continual Learning on Logistics 2nd Encounter

Source: [Continual Learning on Logistics 2nd Encounter](<https://www.sota2.com/research/sota/continual-learning-on-logistics-2nd-encounter>)

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

Data updated: 2026-03-11T09:11:05.812Z

Evaluation of Continual Learning performance on the Logistics 2nd Encounter dataset, reporting P1 and Steps.

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 | Continuous Learning |
| Dataset (including any stated split) | Logistics 2nd Encounter |
| Metric | P1 |
| 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

- [P1](<https://www.sota2.com/research/sota/continual-learning-on-logistics-2nd-encounter.md?metric=P1>): Higher is better; unit: PERCENT.

- [Steps](<https://www.sota2.com/research/sota/continual-learning-on-logistics-2nd-encounter.md?metric=Steps>): Higher is better; unit: SCALAR.

## Recorded results

| Method | P1 | Result date | Report paper |
| --- | --- | --- | --- |
| PRECEPT | 82.5 | Not recorded | 69b0f7312d603e6de3e4600e |
| ExpeL | 65 | Not recorded | 69b0f7312d603e6de3e4600e |
| FR | 62.5 | Not recorded | 69b0f7312d603e6de3e4600e |

### PRECEPT

P1: 82.5. Result ID: 69b131a16dbb7075b95bcfbf.

[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":"5","β":"1","seeds":"10"}. This record does not assert independent reproduction.

### ExpeL

P1: 65. Result ID: 69b131a16dbb7075b95bcfc0.

[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":"5","β":"1","seeds":"10"}. This record does not assert independent reproduction.

### FR

P1: 62.5. Result ID: 69b131a16dbb7075b95bcfc1.

[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":"5","β":"1","seeds":"10"}. This record does not assert independent reproduction.

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