# Law-level retrieval on Austrian-law benchmark (test) Source: [Law-level retrieval on Austrian-law benchmark (test)]() Collection index: [llms.txt]() Data updated: 2026-05-06T07:05:01.777Z Evaluation of Law-level retrieval performance on the test split of the Austrian-law benchmark, measured using Mean lift (prior). 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 | Law-level retrieval | | Dataset (including any stated split) | Austrian-law benchmark (test) | | Metric | Mean Lift (Prior) | | Unit | SCALAR | | 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 - [Mean Lift (Prior)](): Higher is better; unit: SCALAR. ## Recorded results | Method | Mean Lift (Prior) | Result date | Report paper | | --- | --- | --- | --- | | KAHM | 67.163 | Not recorded | 69facae7c0f56ed84308a223 | | KAHM | 62.404 | Not recorded | 69facae7c0f56ed84308a223 | | Mixedbread | 60.549 | Not recorded | 69facae7c0f56ed84308a223 | | Mixedbread | 57.062 | Not recorded | 69facae7c0f56ed84308a223 | | KAHM | 55.824 | Not recorded | 69facae7c0f56ed84308a223 | | KAHM | 50.812 | Not recorded | 69facae7c0f56ed84308a223 | | Mixedbread | 49.011 | Not recorded | 69facae7c0f56ed84308a223 | | KAHM | 47.025 | Not recorded | 69facae7c0f56ed84308a223 | | Mixedbread | 44.308 | Not recorded | 69facae7c0f56ed84308a223 | | IDF–SVD | 42.062 | Not recorded | 69facae7c0f56ed84308a223 | | Mixedbread | 40.339 | Not recorded | 69facae7c0f56ed84308a223 | | IDF–SVD | 38.9 | Not recorded | 69facae7c0f56ed84308a223 | | IDF–SVD | 35.715 | Not recorded | 69facae7c0f56ed84308a223 | | IDF–SVD | 33.889 | Not recorded | 69facae7c0f56ed84308a223 | | IDF–SVD | 32.062 | Not recorded | 69facae7c0f56ed84308a223 | ### KAHM Mean Lift (Prior): 67.163. Result ID: 69fae7bf47f34ce924dd51df. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"k":"3"}. This record does not assert independent reproduction. ### KAHM Mean Lift (Prior): 62.404. Result ID: 69fae7bf47f34ce924dd51e2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"k":"5"}. This record does not assert independent reproduction. ### Mixedbread Mean Lift (Prior): 60.549. Result ID: 69fae7bf47f34ce924dd51e0. [Reporting paper]() Recorded evaluation configuration: {"k":"3"}. This record does not assert independent reproduction. ### Mixedbread Mean Lift (Prior): 57.062. Result ID: 69fae7bf47f34ce924dd51e3. [Reporting paper]() Recorded evaluation configuration: {"k":"5"}. This record does not assert independent reproduction. ### KAHM Mean Lift (Prior): 55.824. Result ID: 69fae7bf47f34ce924dd51e5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"k":"10"}. This record does not assert independent reproduction. ### KAHM Mean Lift (Prior): 50.812. Result ID: 69fae7bf47f34ce924dd51e8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"k":"15"}. This record does not assert independent reproduction. ### Mixedbread Mean Lift (Prior): 49.011. Result ID: 69fae7bf47f34ce924dd51e6. [Reporting paper]() Recorded evaluation configuration: {"k":"10"}. This record does not assert independent reproduction. ### KAHM Mean Lift (Prior): 47.025. Result ID: 69fae7bf47f34ce924dd51eb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"k":"20"}. This record does not assert independent reproduction. ### Mixedbread Mean Lift (Prior): 44.308. Result ID: 69fae7bf47f34ce924dd51e9. [Reporting paper]() Recorded evaluation configuration: {"k":"15"}. This record does not assert independent reproduction. ### IDF–SVD Mean Lift (Prior): 42.062. Result ID: 69fae7bf47f34ce924dd51de. [Reporting paper]() Recorded evaluation configuration: {"k":"3"}. This record does not assert independent reproduction. ### Mixedbread Mean Lift (Prior): 40.339. Result ID: 69fae7bf47f34ce924dd51ec. [Reporting paper]() Recorded evaluation configuration: {"k":"20"}. This record does not assert independent reproduction. ### IDF–SVD Mean Lift (Prior): 38.9. Result ID: 69fae7bf47f34ce924dd51e1. [Reporting paper]() Recorded evaluation configuration: {"k":"5"}. This record does not assert independent reproduction. ### IDF–SVD Mean Lift (Prior): 35.715. Result ID: 69fae7bf47f34ce924dd51e4. [Reporting paper]() Recorded evaluation configuration: {"k":"10"}. This record does not assert independent reproduction. ### IDF–SVD Mean Lift (Prior): 33.889. Result ID: 69fae7bf47f34ce924dd51e7. [Reporting paper]() Recorded evaluation configuration: {"k":"15"}. This record does not assert independent reproduction. ### IDF–SVD Mean Lift (Prior): 32.062. Result ID: 69fae7bf47f34ce924dd51ea. [Reporting paper]() Recorded evaluation configuration: {"k":"20"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.