Correlation with human evaluation on SEEDA E Base
0.974Pearson Correlation (r)GPT-4 S (fluency)
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| GPT-4 S (fluency)2025.02 | 0.974 | 0.979 | |
| PT-ERRANTReference Set=10 Refs2026.02 | 0.957 | 0.986 | |
| ERRANTReference Set=10 Refs2026.02 | 0.952 | 0.951 | |
| UOT-ERRANTReference Set=Official2026.02 | 0.95 | 0.979 | |
| GLEUReference Set=10 Refs2026.02 | 0.949 | 0.958 | |
| UOT-ERRANTReference Set=10 Refs2026.02 | 0.942 | 0.993 | |
| GREENaggregation_procedure=w/o TrueSkill2025.02 | 0.932 | 0.965 | |
| CLEMEReference Set=10 Refs2026.02 | 0.932 | 0.937 | |
| PTERRANTaggregation_procedure=w/ TrueSkill2025.02 | 0.924 | 0.951 | |
| PT-ERRANTReference Set=Official2026.02 | 0.924 | 0.951 | |
| UOT-ERRANTReference Set=NE-Minimal2026.02 | 0.915 | 0.93 | |
| GLEU+aggregation_procedure=w/o TrueSkill2025.02 | 0.912 | 0.944 | |
| GREENaggregation_procedure=w/ TrueSkill2025.02 | 0.912 | 0.965 | |
| GREENReference Set=Official2026.02 | 0.912 | 0.965 | |
| GPT-4 S (meaning)2025.02 | 0.911 | 0.96 | |
| GREENReference Set=10 Refs2026.02 | 0.91 | 0.979 | |
| CLEMEReference Set=Official2026.02 | 0.91 | 0.93 | |
| CLEMEReference Set=E-Minimal2026.02 | 0.91 | 0.965 | |
| GLEU+aggregation_procedure=w/ TrueSkill2025.02 | 0.909 | 0.965 | |
| GLEUReference Set=Official2026.02 | 0.909 | 0.965 | |
| GPT-4 E (fluency)2025.02 | 0.905 | 0.986 | |
| GPT-4-EMode=Reference-free2026.02 | 0.905 | 0.986 | |
| IMPARAaggregation_procedure=w/o TrueSkill2025.02 | 0.902 | 0.965 | |
| SOMEaggregation_procedure=w/o TrueSkill2025.02 | 0.901 | 0.951 | |
| IMPARAaggregation_procedure=w/ TrueSkill2025.02 | 0.901 | 0.944 | |
| UOT-ERRANTReference Set=E-Minimal2026.02 | 0.901 | 0.909 | |
| IMPARAMode=Reference-free2026.02 | 0.901 | 0.944 | |
| PT-ERRANTReference Set=E-Minimal2026.02 | 0.894 | 0.888 | |
| SOMEaggregation_procedure=w/ TrueSkill2025.02 | 0.893 | 0.944 | |
| SOMEMode=Reference-free2026.02 | 0.893 | 0.944 | |
| Qwen3-8B-SMode=Reference-free2026.02 | 0.886 | 0.965 | |
| ERRANTaggregation_procedure=w/ TrueSkill2025.02 | 0.881 | 0.895 | |
| ERRANTReference Set=Official2026.02 | 0.881 | 0.895 | |
| ERRANTReference Set=E-Minimal2026.02 | 0.864 | 0.804 | |
| GREENReference Set=E-Minimal2026.02 | 0.858 | 0.93 | |
| GLEUReference Set=E-Minimal2026.02 | 0.848 | 0.916 | |
| Scribendiaggregation_procedure=w/ TrueSkill2025.02 | 0.837 | 0.888 | |
| ScribendiMode=Reference-free2026.02 | 0.837 | 0.888 | |
| Scribendiaggregation_procedure=w/o TrueSkill2025.02 | 0.825 | 0.839 | |
| GLEUReference Set=NE-Minimal2026.02 | 0.808 | 0.895 | |
| PT-ERRANTReference Set=NE-Minimal2026.02 | 0.802 | 0.832 | |
| PTERRANTaggregation_procedure=w/o TrueSkill2025.02 | 0.788 | 0.874 | |
| ERRANTReference Set=NE-Minimal2026.02 | 0.74 | 0.72 | |
| CLEMEReference Set=NE-Minimal2026.02 | 0.716 | 0.706 | |
| GREENReference Set=NE-Minimal2026.02 | 0.7 | 0.825 | |
| ERRANTaggregation_procedure=w/o TrueSkill2025.02 | 0.689 | 0.643 |