Preference Alignment Data Selection on Aggregate Utility-Robustness Preference Pool (test) benchmark leaderboard · SOTA2 Research

Preference Alignment Data Selection on Aggregate Utility-Robustness Preference Pool (test)

97.68Robustness Score (R)Whole

Evaluation Results

Method	Links
Whole2026.06		97.68	60.25
Whole2026.06		97.68	60.25
DOG-D2026.06		96.57	57.6
DOG2026.06		96.08	57.2
RM-RS2026.06		96.03	55.9
DOG-D2026.06		95.63	55.8
SDPO2026.06		93.58	55.65
SDPO2026.06		91.63	56.25
DOG2026.06		90.83	55.7
KMeans2026.06		90.71	55.15
KMeans2026.06		89.83	56.95
Laser2026.06		89.65	56.3
Laser2026.06		86	56.3
RM-RS2026.06		85.6	54.85
DEITA2026.06		82.86	54.64
Random2026.06		81.13	54.05
Random2026.06		80.95	53.8
DEITA2026.06		80.26	54.38
SDPO2026.06		78.88	56.25
DOG-D2026.06		77.25	47.1
DOG2026.06		76.9	46.2
DOG-D2026.06		76.5	45.8
Laser2026.06		76.5	45.55
KMeans2026.06		74.85	48.65
Base2026.06		74.6	52.45
Base2026.06		74.6	52.45
SDPO2026.06		74.38	55.65
Whole2026.06		74.38	45.89
Whole2026.06		74.38	45.89
Laser2026.06		73.2	46.05
DOG2026.06		72.7	43.8
RM-RS2026.06		71.65	45.95
KMeans2026.06		71.3	44.85
Random2026.06		69.2	43.5
Random2026.06		67.88	42.75
DEITA2026.06		67.65	41.44
DEITA2026.06		67.65	43.47
RM-RS2026.06		67.45	43.55
Base2026.06		61.55	41.04
Base2026.06		61.55	41.04