# Correlation with human evaluation on SEEDA-S Base Source: [Correlation with human evaluation on SEEDA-S Base]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:57:42.105Z Evaluation of model performance on the SEEDA-S Base dataset using correlation metrics against human judgments, specifically Pearson (r) and Spearman (rho). 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 | Correlation with human evaluation | | Dataset (including any stated split) | SEEDA-S Base | | Metric | Pearson Correlation (r) | | Unit | SCALAR | | Direction | Higher 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 - [Pearson Correlation (r)](): Higher is better; unit: SCALAR. - [Spearman Correlation (rho)](): Higher is better; unit: SCALAR. ## Recorded results | Method | Pearson Correlation (r) | Result date | Report paper | | --- | --- | --- | --- | | GPT-4 S (meaning) | 0.958 | Not recorded | 68fa79141e209131cea7c048 | | IMPARA | 0.939 | Not recorded | 68fa79141e209131cea7c048 | | SOME | 0.932 | Not recorded | 68fa79141e209131cea7c048 | | GREEN | 0.925 | Not recorded | 68fa79141e209131cea7c048 | | IMPARA | 0.916 | Not recorded | 68fa79141e209131cea7c048 | | GPT-4 S (fluency) | 0.913 | Not recorded | 68fa79141e209131cea7c048 | | SOME | 0.892 | Not recorded | 68fa79141e209131cea7c048 | | GLEU+ | 0.886 | Not recorded | 68fa79141e209131cea7c048 | | PTERRANT | 0.87 | Not recorded | 68fa79141e209131cea7c048 | | GLEU+ | 0.863 | Not recorded | 68fa79141e209131cea7c048 | | GREEN | 0.855 | Not recorded | 68fa79141e209131cea7c048 | | GPT-4 E (fluency) | 0.844 | Not recorded | 68fa79141e209131cea7c048 | | ERRANT | 0.763 | Not recorded | 68fa79141e209131cea7c048 | | PTERRANT | 0.7 | Not recorded | 68fa79141e209131cea7c048 | | Scribendi | 0.674 | Not recorded | 68fa79141e209131cea7c048 | | Scribendi | 0.62 | Not recorded | 68fa79141e209131cea7c048 | | ERRANT | 0.545 | Not recorded | 68fa79141e209131cea7c048 | ### GPT-4 S (meaning) Pearson Correlation (r): 0.958. Result ID: 6995c2f93badfaffe6c5d92b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### IMPARA Pearson Correlation (r): 0.939. Result ID: 6995c2f93badfaffe6c5d927. [Reporting paper]() Recorded evaluation configuration: {"aggregation\_procedure":"w/ TrueSkill"}. This record does not assert independent reproduction. ### SOME Pearson Correlation (r): 0.932. Result ID: 6995c2f93badfaffe6c5d926. [Reporting paper]() Recorded evaluation configuration: {"aggregation\_procedure":"w/ TrueSkill"}. This record does not assert independent reproduction. ### GREEN Pearson Correlation (r): 0.925. Result ID: 6995c2f93badfaffe6c5d91e. [Reporting paper]() Recorded evaluation configuration: {"aggregation\_procedure":"w/o TrueSkill"}. This record does not assert independent reproduction. ### IMPARA Pearson Correlation (r): 0.916. Result ID: 6995c2f93badfaffe6c5d920. [Reporting paper]() Recorded evaluation configuration: {"aggregation\_procedure":"w/o TrueSkill"}. This record does not assert independent reproduction. ### GPT-4 S (fluency) Pearson Correlation (r): 0.913. Result ID: 6995c2f93badfaffe6c5d92a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SOME Pearson Correlation (r): 0.892. Result ID: 6995c2f93badfaffe6c5d91f. [Reporting paper]() Recorded evaluation configuration: {"aggregation\_procedure":"w/o TrueSkill"}. This record does not assert independent reproduction. ### GLEU+ Pearson Correlation (r): 0.886. Result ID: 6995c2f93badfaffe6c5d91d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"aggregation\_procedure":"w/o TrueSkill"}. This record does not assert independent reproduction. ### PTERRANT Pearson Correlation (r): 0.87. Result ID: 6995c2f93badfaffe6c5d923. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"aggregation\_procedure":"w/ TrueSkill"}. This record does not assert independent reproduction. ### GLEU+ Pearson Correlation (r): 0.863. Result ID: 6995c2f93badfaffe6c5d924. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"aggregation\_procedure":"w/ TrueSkill"}. This record does not assert independent reproduction. ### GREEN Pearson Correlation (r): 0.855. Result ID: 6995c2f93badfaffe6c5d925. [Reporting paper]() Recorded evaluation configuration: {"aggregation\_procedure":"w/ TrueSkill"}. This record does not assert independent reproduction. ### GPT-4 E (fluency) Pearson Correlation (r): 0.844. Result ID: 6995c2f93badfaffe6c5d929. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ERRANT Pearson Correlation (r): 0.763. Result ID: 6995c2f93badfaffe6c5d922. [Reporting paper]() Recorded evaluation configuration: {"aggregation\_procedure":"w/ TrueSkill"}. This record does not assert independent reproduction. ### PTERRANT Pearson Correlation (r): 0.7. Result ID: 6995c2f93badfaffe6c5d91c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"aggregation\_procedure":"w/o TrueSkill"}. This record does not assert independent reproduction. ### Scribendi Pearson Correlation (r): 0.674. Result ID: 6995c2f93badfaffe6c5d928. [Reporting paper]() Recorded evaluation configuration: {"aggregation\_procedure":"w/ TrueSkill"}. This record does not assert independent reproduction. ### Scribendi Pearson Correlation (r): 0.62. Result ID: 6995c2f93badfaffe6c5d921. [Reporting paper]() Recorded evaluation configuration: {"aggregation\_procedure":"w/o TrueSkill"}. This record does not assert independent reproduction. ### ERRANT Pearson Correlation (r): 0.545. Result ID: 6995c2f93badfaffe6c5d91b. [Reporting paper]() Recorded evaluation configuration: {"aggregation\_procedure":"w/o TrueSkill"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.