# Correlation with human evaluation on SEEDA Fluency (S) Source: [Correlation with human evaluation on SEEDA Fluency (S)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:57:42.121Z Evaluation of model performance on the SEEDA Fluency (S) dataset, measured by 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 Fluency (S) | | 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 | | --- | --- | --- | --- | | IMPARA | 0.975 | Not recorded | 68fa79141e209131cea7c048 | | SOME | 0.971 | Not recorded | 68fa79141e209131cea7c048 | | GPT-4 S (fluency) | 0.952 | Not recorded | 68fa79141e209131cea7c048 | | GPT-4 S (meaning) | 0.952 | Not recorded | 68fa79141e209131cea7c048 | | SOME | 0.931 | Not recorded | 68fa79141e209131cea7c048 | | IMPARA | 0.887 | Not recorded | 68fa79141e209131cea7c048 | | GPT-4 E (fluency) | 0.793 | Not recorded | 68fa79141e209131cea7c048 | | Scribendi | 0.745 | Not recorded | 68fa79141e209131cea7c048 | | Scribendi | 0.604 | Not recorded | 68fa79141e209131cea7c048 | | GREEN | 0.185 | Not recorded | 68fa79141e209131cea7c048 | | GLEU+ | 0.155 | Not recorded | 68fa79141e209131cea7c048 | | GLEU+ | 0.017 | Not recorded | 68fa79141e209131cea7c048 | | GREEN | -0.214 | Not recorded | 68fa79141e209131cea7c048 | | PTERRANT | -0.366 | Not recorded | 68fa79141e209131cea7c048 | | ERRANT | -0.463 | Not recorded | 68fa79141e209131cea7c048 | | PTERRANT | -0.546 | Not recorded | 68fa79141e209131cea7c048 | | ERRANT | -0.591 | Not recorded | 68fa79141e209131cea7c048 | ### IMPARA Pearson Correlation (r): 0.975. Result ID: 6995c2f93badfaffe6c5d938. [Reporting paper]() Recorded evaluation configuration: {"aggregation\_procedure":"w/ TrueSkill"}. This record does not assert independent reproduction. ### SOME Pearson Correlation (r): 0.971. Result ID: 6995c2f93badfaffe6c5d937. [Reporting paper]() Recorded evaluation configuration: {"aggregation\_procedure":"w/ TrueSkill"}. This record does not assert independent reproduction. ### GPT-4 S (fluency) Pearson Correlation (r): 0.952. Result ID: 6995c2f93badfaffe6c5d93b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GPT-4 S (meaning) Pearson Correlation (r): 0.952. Result ID: 6995c2f93badfaffe6c5d93c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SOME Pearson Correlation (r): 0.931. Result ID: 6995c2f93badfaffe6c5d930. [Reporting paper]() Recorded evaluation configuration: {"aggregation\_procedure":"w/o TrueSkill"}. This record does not assert independent reproduction. ### IMPARA Pearson Correlation (r): 0.887. Result ID: 6995c2f93badfaffe6c5d931. [Reporting paper]() Recorded evaluation configuration: {"aggregation\_procedure":"w/o TrueSkill"}. This record does not assert independent reproduction. ### GPT-4 E (fluency) Pearson Correlation (r): 0.793. Result ID: 6995c2f93badfaffe6c5d93a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Scribendi Pearson Correlation (r): 0.745. Result ID: 6995c2f93badfaffe6c5d939. [Reporting paper]() Recorded evaluation configuration: {"aggregation\_procedure":"w/ TrueSkill"}. This record does not assert independent reproduction. ### Scribendi Pearson Correlation (r): 0.604. Result ID: 6995c2f93badfaffe6c5d932. [Reporting paper]() Recorded evaluation configuration: {"aggregation\_procedure":"w/o TrueSkill"}. This record does not assert independent reproduction. ### GREEN Pearson Correlation (r): 0.185. Result ID: 6995c2f93badfaffe6c5d92f. [Reporting paper]() Recorded evaluation configuration: {"aggregation\_procedure":"w/o TrueSkill"}. This record does not assert independent reproduction. ### GLEU+ Pearson Correlation (r): 0.155. Result ID: 6995c2f93badfaffe6c5d92e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"aggregation\_procedure":"w/o TrueSkill"}. This record does not assert independent reproduction. ### GLEU+ Pearson Correlation (r): 0.017. Result ID: 6995c2f93badfaffe6c5d935. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"aggregation\_procedure":"w/ TrueSkill"}. This record does not assert independent reproduction. ### GREEN Pearson Correlation (r): -0.214. Result ID: 6995c2f93badfaffe6c5d936. [Reporting paper]() Recorded evaluation configuration: {"aggregation\_procedure":"w/ TrueSkill"}. This record does not assert independent reproduction. ### PTERRANT Pearson Correlation (r): -0.366. Result ID: 6995c2f93badfaffe6c5d934. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"aggregation\_procedure":"w/ TrueSkill"}. This record does not assert independent reproduction. ### ERRANT Pearson Correlation (r): -0.463. Result ID: 6995c2f93badfaffe6c5d933. [Reporting paper]() Recorded evaluation configuration: {"aggregation\_procedure":"w/ TrueSkill"}. This record does not assert independent reproduction. ### PTERRANT Pearson Correlation (r): -0.546. Result ID: 6995c2f93badfaffe6c5d92d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"aggregation\_procedure":"w/o TrueSkill"}. This record does not assert independent reproduction. ### ERRANT Pearson Correlation (r): -0.591. Result ID: 6995c2f93badfaffe6c5d92c. [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.