# Machine Translation Quality Estimation on WMT News 2020 (test) Source: [Machine Translation Quality Estimation on WMT News 2020 (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:47:53.842Z Evaluation of Machine Translation Quality Estimation performance on the WMT News 2020 test set, typically measured using correlation metrics like Kendall's tau and Pearson's r. 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 | Machine Translation Quality Estimation | | Dataset (including any stated split) | WMT News 2020 (test) | | Metric | Kendall's tau | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 18 of 18 | | 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 - [Kendall's tau](): Higher is better; unit: SCALAR. - [Pearson's r](): Higher is better; unit: SCALAR. - [Hit Rate@1](): Higher is better; unit: PERCENT. - [Average Rank](): Lower is better; unit: SCALAR. - [Hit@2](): Higher is better; unit: PERCENT. ## Recorded results | Method | Kendall's tau | Result date | Report paper | | --- | --- | --- | --- | | X-Check | 0.7 | Not recorded | 68fa6f531e209131cea450ee | | X-Check | 0.62 | Not recorded | 68fa6f531e209131cea450ee | | X-Check | 0.6 | Not recorded | 68fa6f531e209131cea450ee | | X-Check | 0.57 | Not recorded | 68fa6f531e209131cea450ee | | X-Check | 0.55 | Not recorded | 68fa6f531e209131cea450ee | | X-Check | 0.5 | Not recorded | 68fa6f531e209131cea450ee | | Sing-Check | 0.48 | Not recorded | 68fa6f531e209131cea450ee | | X-Check | 0.47 | Not recorded | 68fa6f531e209131cea450ee | | X-Check | 0.42 | Not recorded | 68fa6f531e209131cea450ee | | Sing-Check | 0.4 | Not recorded | 68fa6f531e209131cea450ee | | Sing-Check | 0.33 | Not recorded | 68fa6f531e209131cea450ee | | Sing-Check | 0.33 | Not recorded | 68fa6f531e209131cea450ee | | X-Check | 0.33 | Not recorded | 68fa6f531e209131cea450ee | | Sing-Check | 0.3 | Not recorded | 68fa6f531e209131cea450ee | | Sing-Check | 0.07 | Not recorded | 68fa6f531e209131cea450ee | | Sing-Check | -0.03 | Not recorded | 68fa6f531e209131cea450ee | | Sing-Check | -0.05 | Not recorded | 68fa6f531e209131cea450ee | | Sing-Check | -0.15 | Not recorded | 68fa6f531e209131cea450ee | ### X-Check Kendall's tau: 0.7. Result ID: 6990b87e3a6c31484902b9b0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of honest competitors":"4"}. This record does not assert independent reproduction. ### X-Check Kendall's tau: 0.62. Result ID: 6990b87e3a6c31484902b9b2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of honest competitors":"5"}. This record does not assert independent reproduction. ### X-Check Kendall's tau: 0.6. Result ID: 6990b87e3a6c31484902b9aa. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of honest competitors":"4"}. This record does not assert independent reproduction. ### X-Check Kendall's tau: 0.57. Result ID: 6990b87e3a6c31484902b9a4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of honest competitors":"4"}. This record does not assert independent reproduction. ### X-Check Kendall's tau: 0.55. Result ID: 6990b87e3a6c31484902b9ae. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of honest competitors":"3"}. This record does not assert independent reproduction. ### X-Check Kendall's tau: 0.5. Result ID: 6990b87e3a6c31484902b9ac. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of honest competitors":"5"}. This record does not assert independent reproduction. ### Sing-Check Kendall's tau: 0.48. Result ID: 6990b87e3a6c31484902b9a5. [Reporting paper]() Recorded evaluation configuration: {"Number of honest competitors":"5"}. This record does not assert independent reproduction. ### X-Check Kendall's tau: 0.47. Result ID: 6990b87e3a6c31484902b9a2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of honest competitors":"3"}. This record does not assert independent reproduction. ### X-Check Kendall's tau: 0.42. Result ID: 6990b87e3a6c31484902b9a6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of honest competitors":"5"}. This record does not assert independent reproduction. ### Sing-Check Kendall's tau: 0.4. Result ID: 6990b87e3a6c31484902b9a9. [Reporting paper]() Recorded evaluation configuration: {"Number of honest competitors":"4"}. This record does not assert independent reproduction. ### Sing-Check Kendall's tau: 0.33. Result ID: 6990b87e3a6c31484902b9a3. [Reporting paper]() Recorded evaluation configuration: {"Number of honest competitors":"4"}. This record does not assert independent reproduction. ### Sing-Check Kendall's tau: 0.33. Result ID: 6990b87e3a6c31484902b9a7. [Reporting paper]() Recorded evaluation configuration: {"Number of honest competitors":"3"}. This record does not assert independent reproduction. ### X-Check Kendall's tau: 0.33. Result ID: 6990b87e3a6c31484902b9a8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of honest competitors":"3"}. This record does not assert independent reproduction. ### Sing-Check Kendall's tau: 0.3. Result ID: 6990b87e3a6c31484902b9ab. [Reporting paper]() Recorded evaluation configuration: {"Number of honest competitors":"5"}. This record does not assert independent reproduction. ### Sing-Check Kendall's tau: 0.07. Result ID: 6990b87e3a6c31484902b9a1. [Reporting paper]() Recorded evaluation configuration: {"Number of honest competitors":"3"}. This record does not assert independent reproduction. ### Sing-Check Kendall's tau: -0.03. Result ID: 6990b87e3a6c31484902b9af. [Reporting paper]() Recorded evaluation configuration: {"Number of honest competitors":"4"}. This record does not assert independent reproduction. ### Sing-Check Kendall's tau: -0.05. Result ID: 6990b87e3a6c31484902b9b1. [Reporting paper]() Recorded evaluation configuration: {"Number of honest competitors":"5"}. This record does not assert independent reproduction. ### Sing-Check Kendall's tau: -0.15. Result ID: 6990b87e3a6c31484902b9ad. [Reporting paper]() Recorded evaluation configuration: {"Number of honest competitors":"3"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.