# Regression on insurance (NCIW) Source: [Regression on insurance (NCIW)]() Collection index: [llms.txt]() Data updated: 2026-03-04T18:10:30.235Z Evaluation of model performance on the insurance dataset for the Regression task, specifically measured using the Normalized Confidence Interval Width (NCIW) metric. 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 | Regression | | Dataset (including any stated split) | insurance | | Metric | NCIW | | Unit | SCALAR | | Direction | Lower is better | | Results loaded | 17 of 17 | | 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 - [NCIW](): Lower is better; unit: SCALAR. ## Recorded results | Method | NCIW | Result date | Report paper | | --- | --- | --- | --- | | UACQR-P | 0.291 | Not recorded | 68fa7ba31e209131cea8988c | | UACQR-S | 0.299 | Not recorded | 68fa7ba31e209131cea8988c | | UACQR-P | 0.303 | Not recorded | 68fa7ba31e209131cea8988c | | UACQR-S | 0.312 | Not recorded | 68fa7ba31e209131cea8988c | | CLEAR | 0.345 | Not recorded | 68fa7ba31e209131cea8988c | | CLEAR-c | 0.356 | Not recorded | 68fa7ba31e209131cea8988c | | PCS-EPISTEMIC-c | 0.358 | Not recorded | 68fa7ba31e209131cea8988c | | PCS-EPISTEMIC-c | 0.376 | Not recorded | 68fa7ba31e209131cea8988c | | CLEAR | 0.393 | Not recorded | 68fa7ba31e209131cea8988c | | CLEAR | 0.397 | Not recorded | 68fa7ba31e209131cea8988c | | SQR | 0.397 | Not recorded | 68fa7ba31e209131cea8988c | | ALEATORIC-R-c | 0.4 | Not recorded | 68fa7ba31e209131cea8988c | | SQR-conformal | 0.406 | Not recorded | 68fa7ba31e209131cea8988c | | CLEAR-c | 0.414 | Not recorded | 68fa7ba31e209131cea8988c | | ALEATORIC-R-c | 0.434 | Not recorded | 68fa7ba31e209131cea8988c | | DE | 0.523 | Not recorded | 68fa7ba31e209131cea8988c | | DE-conformal | 0.558 | Not recorded | 68fa7ba31e209131cea8988c | ### UACQR-P NCIW: 0.291. Result ID: 69a875846dbb7075b9507d4a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Confidence Level":"95%","Conformalized":"false"}. This record does not assert independent reproduction. ### UACQR-S NCIW: 0.299. Result ID: 69a875846dbb7075b9507d4b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Confidence Level":"95%","Conformalized":"false"}. This record does not assert independent reproduction. ### UACQR-P NCIW: 0.303. Result ID: 69a875846dbb7075b9507dd0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Confidence Level":"95%"}. This record does not assert independent reproduction. ### UACQR-S NCIW: 0.312. Result ID: 69a875846dbb7075b9507dd1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Confidence Level":"95%"}. This record does not assert independent reproduction. ### CLEAR NCIW: 0.345. Result ID: 69a875846dbb7075b9507d49. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Confidence Level":"95%","Conformalized":"false"}. This record does not assert independent reproduction. ### CLEAR-c NCIW: 0.356. Result ID: 69a875846dbb7075b9507d46. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Confidence Level":"95%","Conformalized":"true"}. This record does not assert independent reproduction. ### PCS-EPISTEMIC-c NCIW: 0.358. Result ID: 69a875846dbb7075b9507d47. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Confidence Level":"95%","Conformalized":"true"}. This record does not assert independent reproduction. ### PCS-EPISTEMIC-c NCIW: 0.376. Result ID: 69a875846dbb7075b9507dcd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Calibration Strategy":"Validation split"}. This record does not assert independent reproduction. ### CLEAR NCIW: 0.393. Result ID: 69a875846dbb7075b9508015. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"nominal coverage":"95%","seeds":"10"}. This record does not assert independent reproduction. ### CLEAR NCIW: 0.397. Result ID: 69a875846dbb7075b9507dcf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Confidence Level":"95%"}. This record does not assert independent reproduction. ### SQR NCIW: 0.397. Result ID: 69a875846dbb7075b9508017. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"nominal coverage":"95%","seeds":"10"}. This record does not assert independent reproduction. ### ALEATORIC-R-c NCIW: 0.4. Result ID: 69a875846dbb7075b9507d48. [Reporting paper]() Recorded evaluation configuration: {"Confidence Level":"95%","Conformalized":"true"}. This record does not assert independent reproduction. ### SQR-conformal NCIW: 0.406. Result ID: 69a875846dbb7075b9508019. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"nominal coverage":"95%","seeds":"10"}. This record does not assert independent reproduction. ### CLEAR-c NCIW: 0.414. Result ID: 69a875846dbb7075b9507dcc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Calibration Strategy":"Validation split"}. This record does not assert independent reproduction. ### ALEATORIC-R-c NCIW: 0.434. Result ID: 69a875846dbb7075b9507dce. [Reporting paper]() Recorded evaluation configuration: {"Calibration Strategy":"Validation split"}. This record does not assert independent reproduction. ### DE NCIW: 0.523. Result ID: 69a875846dbb7075b9508016. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"nominal coverage":"95%","seeds":"10"}. This record does not assert independent reproduction. ### DE-conformal NCIW: 0.558. Result ID: 69a875846dbb7075b9508018. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"nominal coverage":"95%","seeds":"10"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.