Pointwise evaluation on HelpSteer2

0.464Spearman Correlation

Annotation-free Preference Learning for Rubric Generator

Updated 2d ago

Evaluation Results

Method
Annotation-free Preference Learning for Rubric Generator 2026.05	0.464	0.503
Annotation-free Preference Learning for Rubric Generator 2026.05	0.44	0.471
Training-free Rubric Generation 2026.05	0.438	0.488
Training-free Rubric Generation 2026.05	0.438	0.488
Human-crafted (existing) Rubrics 2026.05	0.432	0.483
DnA-Eval 2026.05	0.411	0.476
Training-free Rubric Generation 2026.05	0.41	0.422
Annotation-free Preference Learning for Rubric Generator 2026.05	0.406	0.441
Annotation-free Preference Learning for Rubric Generator 2026.05	0.394	0.431
CheckEval 2026.05	0.375	0.435
Training-free Rubric Generation 2026.05	0.374	0.416
Training-free Rubric Generation 2026.05	0.374	0.416
Training-free Rubric Generation 2026.05	0.353	0.428
Human-crafted (existing) Rubrics 2026.05	0.352	0.431
DnA-Eval 2026.05	0.345	0.403
Annotation-free Preference Learning for Rubric Generator 2026.05	0.344	0.412
Annotation-free Preference Learning for Rubric Generator 2026.05	0.326	0.388
Training-free Rubric Generation 2026.05	0.319	0.379
Training-free Rubric Generation 2026.05	0.319	0.379
RubricHub 2026.05	0.286	0.319
Training-free Rubric Generation 2026.05	0.284	0.377
CheckEval 2026.05	0.282	0.392
Human-crafted (existing) Rubrics 2026.05	0.279	0.373
DnA-Eval 2026.05	0.263	0.299
RubricHub 2026.05	0.246	0.292
CheckEval 2026.05	0.239	0.324
RubricHub 2026.05	0.239	0.27
Prometheus 8x7B 2026.05	0.229	0.308