# Rule drift adaptation on Logistics Domain Source: [Rule drift adaptation on Logistics Domain]() Collection index: [llms.txt]() Data updated: 2026-03-11T09:11:05.761Z Evaluation of model performance on adapting to rule drift within the Logistics Domain, reporting P1 and Pt metrics. 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 | Rule drift adaptation | | Dataset (including any stated split) | Logistics Domain | | Metric | P1 Performance Change (pp) | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 15 of 15 | | 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 Performance Change (pp)](): Higher is better; unit: PERCENT. - [Pt Performance Score (pp)](): Higher is better; unit: PERCENT. ## Recorded results | Method | P1 Performance Change (pp) | Result date | Report paper | | --- | --- | --- | --- | | PRECEPT | 83.3 | Not recorded | 69b0f7312d603e6de3e4600e | | ExpeL | 77.1 | Not recorded | 69b0f7312d603e6de3e4600e | | PRECEPT | 75.8 | Not recorded | 69b0f7312d603e6de3e4600e | | PRECEPT | 72.7 | Not recorded | 69b0f7312d603e6de3e4600e | | ExpeL | 65.8 | Not recorded | 69b0f7312d603e6de3e4600e | | Full Reflexion | 64.3 | Not recorded | 69b0f7312d603e6de3e4600e | | PRECEPT | 55 | Not recorded | 69b0f7312d603e6de3e4600e | | ExpeL | 53.3 | Not recorded | 69b0f7312d603e6de3e4600e | | Full Reflexion | 43.8 | Not recorded | 69b0f7312d603e6de3e4600e | | Full Reflexion | 43.7 | Not recorded | 69b0f7312d603e6de3e4600e | | ExpeL | 41.4 | Not recorded | 69b0f7312d603e6de3e4600e | | Full Reflexion | 40 | Not recorded | 69b0f7312d603e6de3e4600e | | ExpeL | 35.7 | Not recorded | 69b0f7312d603e6de3e4600e | | PRECEPT | 28.3 | Not recorded | 69b0f7312d603e6de3e4600e | | Full Reflexion | 3.8 | Not recorded | 69b0f7312d603e6de3e4600e | ### PRECEPT P1 Performance Change (pp): 83.3. Result ID: 69b131a16dbb7075b95bcfb0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Encounter":"4th"}. This record does not assert independent reproduction. ### ExpeL P1 Performance Change (pp): 77.1. Result ID: 69b131a16dbb7075b95bcfba. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Encounter":"4th"}. This record does not assert independent reproduction. ### PRECEPT P1 Performance Change (pp): 75.8. Result ID: 69b131a16dbb7075b95bcfaf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Encounter":"3rd"}. This record does not assert independent reproduction. ### PRECEPT P1 Performance Change (pp): 72.7. Result ID: 69b131a16dbb7075b95bcfae. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Encounter":"2nd"}. This record does not assert independent reproduction. ### ExpeL P1 Performance Change (pp): 65.8. Result ID: 69b131a16dbb7075b95bcfb9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Encounter":"3rd"}. This record does not assert independent reproduction. ### Full Reflexion P1 Performance Change (pp): 64.3. Result ID: 69b131a16dbb7075b95bcfb4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Encounter":"3rd"}. This record does not assert independent reproduction. ### PRECEPT P1 Performance Change (pp): 55. Result ID: 69b131a16dbb7075b95bcfb1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Encounter":"Δ"}. This record does not assert independent reproduction. ### ExpeL P1 Performance Change (pp): 53.3. Result ID: 69b131a16dbb7075b95bcfb8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Encounter":"2nd"}. This record does not assert independent reproduction. ### Full Reflexion P1 Performance Change (pp): 43.8. Result ID: 69b131a16dbb7075b95bcfb5. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Encounter":"4th"}. This record does not assert independent reproduction. ### Full Reflexion P1 Performance Change (pp): 43.7. Result ID: 69b131a16dbb7075b95bcfb3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Encounter":"2nd"}. This record does not assert independent reproduction. ### ExpeL P1 Performance Change (pp): 41.4. Result ID: 69b131a16dbb7075b95bcfbb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Encounter":"Δ"}. This record does not assert independent reproduction. ### Full Reflexion P1 Performance Change (pp): 40. Result ID: 69b131a16dbb7075b95bcfb2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Encounter":"1st"}. This record does not assert independent reproduction. ### ExpeL P1 Performance Change (pp): 35.7. Result ID: 69b131a16dbb7075b95bcfb7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Encounter":"1st"}. This record does not assert independent reproduction. ### PRECEPT P1 Performance Change (pp): 28.3. Result ID: 69b131a16dbb7075b95bcfad. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Encounter":"1st"}. This record does not assert independent reproduction. ### Full Reflexion P1 Performance Change (pp): 3.8. Result ID: 69b131a16dbb7075b95bcfb6. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Encounter":"Δ"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.