# Rule drift adaptation on Integration Domain Source: [Rule drift adaptation on Integration Domain]() Collection index: [llms.txt]() Data updated: 2026-03-11T09:11:05.731Z Evaluation of Rule drift adaptation performance on the Integration Domain dataset, reporting metrics P1 and Pt. 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) | Integration Domain | | Metric | P1 Score | | 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 Score](): Higher is better; unit: PERCENT. - [Pt Score](): Higher is better; unit: PERCENT. ## Recorded results | Method | P1 Score | Result date | Report paper | | --- | --- | --- | --- | | PRECEPT | 60.7 | Not recorded | 69b0f7312d603e6de3e4600e | | PRECEPT | 48.7 | Not recorded | 69b0f7312d603e6de3e4600e | | PRECEPT | 37.5 | Not recorded | 69b0f7312d603e6de3e4600e | | PRECEPT | 37.5 | Not recorded | 69b0f7312d603e6de3e4600e | | ExpeL | 29.7 | Not recorded | 69b0f7312d603e6de3e4600e | | PRECEPT | 23.2 | Not recorded | 69b0f7312d603e6de3e4600e | | ExpeL | 22.7 | Not recorded | 69b0f7312d603e6de3e4600e | | Full Reflexion | 19.8 | Not recorded | 69b0f7312d603e6de3e4600e | | Full Reflexion | 19.8 | Not recorded | 69b0f7312d603e6de3e4600e | | Full Reflexion | 16.5 | Not recorded | 69b0f7312d603e6de3e4600e | | ExpeL | 14.5 | Not recorded | 69b0f7312d603e6de3e4600e | | ExpeL | 13.5 | Not recorded | 69b0f7312d603e6de3e4600e | | Full Reflexion | 11.5 | Not recorded | 69b0f7312d603e6de3e4600e | | Full Reflexion | 8.3 | Not recorded | 69b0f7312d603e6de3e4600e | | ExpeL | 7 | Not recorded | 69b0f7312d603e6de3e4600e | ### PRECEPT P1 Score: 60.7. Result ID: 69b131a16dbb7075b95bcfa1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Encounter":"4th"}. This record does not assert independent reproduction. ### PRECEPT P1 Score: 48.7. Result ID: 69b131a16dbb7075b95bcfa0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Encounter":"3rd"}. This record does not assert independent reproduction. ### PRECEPT P1 Score: 37.5. Result ID: 69b131a16dbb7075b95bcf9e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Encounter":"1st"}. This record does not assert independent reproduction. ### PRECEPT P1 Score: 37.5. Result ID: 69b131a16dbb7075b95bcf9f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Encounter":"2nd"}. This record does not assert independent reproduction. ### ExpeL P1 Score: 29.7. Result ID: 69b131a16dbb7075b95bcfab. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Encounter":"4th"}. This record does not assert independent reproduction. ### PRECEPT P1 Score: 23.2. Result ID: 69b131a16dbb7075b95bcfa2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Encounter":"Δ"}. This record does not assert independent reproduction. ### ExpeL P1 Score: 22.7. Result ID: 69b131a16dbb7075b95bcfac. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Encounter":"Δ"}. This record does not assert independent reproduction. ### Full Reflexion P1 Score: 19.8. Result ID: 69b131a16dbb7075b95bcfa4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Encounter":"2nd"}. This record does not assert independent reproduction. ### Full Reflexion P1 Score: 19.8. Result ID: 69b131a16dbb7075b95bcfa6. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Encounter":"4th"}. This record does not assert independent reproduction. ### Full Reflexion P1 Score: 16.5. Result ID: 69b131a16dbb7075b95bcfa5. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Encounter":"3rd"}. This record does not assert independent reproduction. ### ExpeL P1 Score: 14.5. Result ID: 69b131a16dbb7075b95bcfa9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Encounter":"2nd"}. This record does not assert independent reproduction. ### ExpeL P1 Score: 13.5. Result ID: 69b131a16dbb7075b95bcfaa. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Encounter":"3rd"}. This record does not assert independent reproduction. ### Full Reflexion P1 Score: 11.5. Result ID: 69b131a16dbb7075b95bcfa3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Encounter":"1st"}. This record does not assert independent reproduction. ### Full Reflexion P1 Score: 8.3. Result ID: 69b131a16dbb7075b95bcfa7. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Encounter":"Δ"}. This record does not assert independent reproduction. ### ExpeL P1 Score: 7. Result ID: 69b131a16dbb7075b95bcfa8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Encounter":"1st"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.