# Rental Price Regression on Melbourne Airbnb (test) Source: [Rental Price Regression on Melbourne Airbnb (test)]() Collection index: [llms.txt]() Data updated: 2026-05-15T09:05:56.417Z Evaluation of rental price regression performance on the test split of the Melbourne Airbnb dataset, reporting distributional metrics such as Mean PI Width and Effective Coverage. 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 | Rental price regression | | Dataset (including any stated split) | Melbourne Airbnb (test) | | Metric | Mean PI Width | | Unit | SCALAR | | Direction | Lower is better | | Results loaded | 25 of 25 | | 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 PI Width](): Lower is better; unit: SCALAR. - [Effective Coverage](): Higher is better; unit: PERCENT. ## Recorded results | Method | Mean PI Width | Result date | Report paper | | --- | --- | --- | --- | | norm\_targ\_strng | 175.1 | Not recorded | 68fa75701e209131cea67eb0 | | norm\_targ\_strng | 182.6 | Not recorded | 68fa75701e209131cea67eb0 | | norm\_std | 190.9 | Not recorded | 68fa75701e209131cea67eb0 | | norm\_std | 193.7 | Not recorded | 68fa75701e209131cea67eb0 | | norm\_targ\_strng | 194.5 | Not recorded | 68fa75701e209131cea67eb0 | | norm\_targ\_strng | 195.8 | Not recorded | 68fa75701e209131cea67eb0 | | norm\_targ\_strng | 198 | Not recorded | 68fa75701e209131cea67eb0 | | norm\_targ\_strng | 198.5 | Not recorded | 68fa75701e209131cea67eb0 | | norm\_std | 198.8 | Not recorded | 68fa75701e209131cea67eb0 | | norm\_res | 207.4 | Not recorded | 68fa75701e209131cea67eb0 | | norm\_std | 208.6 | Not recorded | 68fa75701e209131cea67eb0 | | norm\_res | 208.6 | Not recorded | 68fa75701e209131cea67eb0 | | norm\_targ\_strng | 212.5 | Not recorded | 68fa75701e209131cea67eb0 | | norm\_std | 213.4 | Not recorded | 68fa75701e209131cea67eb0 | | norm\_res | 214.4 | Not recorded | 68fa75701e209131cea67eb0 | | norm\_targ\_strng | 214.6 | Not recorded | 68fa75701e209131cea67eb0 | | norm\_targ\_strng | 216.3 | Not recorded | 68fa75701e209131cea67eb0 | | norm\_std | 217.7 | Not recorded | 68fa75701e209131cea67eb0 | | norm\_std | 220.8 | Not recorded | 68fa75701e209131cea67eb0 | | norm\_targ\_strng | 225.3 | Not recorded | 68fa75701e209131cea67eb0 | | norm\_std | 228.6 | Not recorded | 68fa75701e209131cea67eb0 | | norm\_res | 232.1 | Not recorded | 68fa75701e209131cea67eb0 | | norm\_std | 242.6 | Not recorded | 68fa75701e209131cea67eb0 | | norm\_res | 245.2 | Not recorded | 68fa75701e209131cea67eb0 | | norm\_std | 248.3 | Not recorded | 68fa75701e209131cea67eb0 | ### norm\_targ\_strng Mean PI Width: 175.1. Result ID: 6a06e1e547f34ce924eebc5c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Feature Set":"External Numerical Features","CP Type":"Standard","kNN":"60"}. This record does not assert independent reproduction. ### norm\_targ\_strng Mean PI Width: 182.6. Result ID: 6a06e1e547f34ce924eebc5f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Feature Set":"External Numerical Features","CP Type":"Mondrian","kNN":"50","Bins":"10"}. This record does not assert independent reproduction. ### norm\_std Mean PI Width: 190.9. Result ID: 6a06e1e547f34ce924eebc65. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Feature Set":"BERT-Only Features","CP Type":"Standard","kNN":"10"}. This record does not assert independent reproduction. ### norm\_std Mean PI Width: 193.7. Result ID: 6a06e1e547f34ce924eebc5b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Feature Set":"External Numerical Features","CP Type":"Standard","kNN":"20"}. This record does not assert independent reproduction. ### norm\_targ\_strng Mean PI Width: 194.5. Result ID: 6a06e1e547f34ce924eebc70. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Feature Set":"Numerical-Only Features","CP Type":"Standard","kNN":"20"}. This record does not assert independent reproduction. ### norm\_targ\_strng Mean PI Width: 195.8. Result ID: 6a06e1e547f34ce924eebc6b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Feature Set":"Categorical-Only Features","CP Type":"Standard","kNN":"30"}. This record does not assert independent reproduction. ### norm\_targ\_strng Mean PI Width: 198. Result ID: 6a06e1e547f34ce924eebc66. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Feature Set":"BERT-Only Features","CP Type":"Standard","kNN":"10"}. This record does not assert independent reproduction. ### norm\_targ\_strng Mean PI Width: 198.5. Result ID: 6a06e1e547f34ce924eebc61. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Feature Set":"Internal BERT, Categorical, Numerical, and Features","CP Type":"Standard","kNN":"70"}. This record does not assert independent reproduction. ### norm\_std Mean PI Width: 198.8. Result ID: 6a06e1e547f34ce924eebc6f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Feature Set":"Numerical-Only Features","CP Type":"Standard","kNN":"10"}. This record does not assert independent reproduction. ### norm\_res Mean PI Width: 207.4. Result ID: 6a06e1e547f34ce924eebc5e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Feature Set":"External Numerical Features","CP Type":"Mondrian","kNN":"10","Bins":"10"}. This record does not assert independent reproduction. ### norm\_std Mean PI Width: 208.6. Result ID: 6a06e1e547f34ce924eebc67. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Feature Set":"BERT-Only Features","CP Type":"Mondrian","kNN":"10","Bins":"10"}. This record does not assert independent reproduction. ### norm\_res Mean PI Width: 208.6. Result ID: 6a06e1e547f34ce924eebc68. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Feature Set":"BERT-Only Features","CP Type":"Mondrian","kNN":"10","Bins":"10"}. This record does not assert independent reproduction. ### norm\_targ\_strng Mean PI Width: 212.5. Result ID: 6a06e1e547f34ce924eebc73. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Feature Set":"Numerical-Only Features","CP Type":"Mondrian","kNN":"10","Bins":"10"}. This record does not assert independent reproduction. ### norm\_std Mean PI Width: 213.4. Result ID: 6a06e1e547f34ce924eebc71. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Feature Set":"Numerical-Only Features","CP Type":"Mondrian","kNN":"10","Bins":"10"}. This record does not assert independent reproduction. ### norm\_res Mean PI Width: 214.4. Result ID: 6a06e1e547f34ce924eebc72. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Feature Set":"Numerical-Only Features","CP Type":"Mondrian","kNN":"10","Bins":"10"}. This record does not assert independent reproduction. ### norm\_targ\_strng Mean PI Width: 214.6. Result ID: 6a06e1e547f34ce924eebc6e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Feature Set":"Categorical-Only Features","CP Type":"Mondrian","kNN":"40","Bins":"10"}. This record does not assert independent reproduction. ### norm\_targ\_strng Mean PI Width: 216.3. Result ID: 6a06e1e547f34ce924eebc64. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Feature Set":"Internal BERT, Categorical, Numerical, and Features","CP Type":"Mondrian","kNN":"50","Bins":"10"}. This record does not assert independent reproduction. ### norm\_std Mean PI Width: 217.7. Result ID: 6a06e1e547f34ce924eebc5d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Feature Set":"External Numerical Features","CP Type":"Mondrian","kNN":"10","Bins":"10"}. This record does not assert independent reproduction. ### norm\_std Mean PI Width: 220.8. Result ID: 6a06e1e547f34ce924eebc60. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Feature Set":"Internal BERT, Categorical, Numerical, and Features","CP Type":"Standard","kNN":"20"}. This record does not assert independent reproduction. ### norm\_targ\_strng Mean PI Width: 225.3. Result ID: 6a06e1e547f34ce924eebc69. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Feature Set":"BERT-Only Features","CP Type":"Mondrian","kNN":"20","Bins":"10"}. This record does not assert independent reproduction. ### norm\_std Mean PI Width: 228.6. Result ID: 6a06e1e547f34ce924eebc6a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Feature Set":"Categorical-Only Features","CP Type":"Standard","kNN":"10"}. This record does not assert independent reproduction. ### norm\_res Mean PI Width: 232.1. Result ID: 6a06e1e547f34ce924eebc63. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Feature Set":"Internal BERT, Categorical, Numerical, and Features","CP Type":"Mondrian","kNN":"10","Bins":"10"}. This record does not assert independent reproduction. ### norm\_std Mean PI Width: 242.6. Result ID: 6a06e1e547f34ce924eebc62. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Feature Set":"Internal BERT, Categorical, Numerical, and Features","CP Type":"Mondrian","kNN":"20","Bins":"10"}. This record does not assert independent reproduction. ### norm\_res Mean PI Width: 245.2. Result ID: 6a06e1e547f34ce924eebc6d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Feature Set":"Categorical-Only Features","CP Type":"Mondrian","kNN":"10","Bins":"10"}. This record does not assert independent reproduction. ### norm\_std Mean PI Width: 248.3. Result ID: 6a06e1e547f34ce924eebc6c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Feature Set":"Categorical-Only Features","CP Type":"Mondrian","kNN":"10","Bins":"10"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.