Controllable Generation on Code-UltraFeedback benchmark leaderboard · SOTA2 Research

Controllable Generation on Code-UltraFeedback

90.7DiversityBase

Evaluation Results

Method	Links
Base2025.10		90.7	2.5	—
Prompting2025.10		90.6	2.51	72
Prompting2025.10		90.3	1.47	946
Base2025.10		90.2	1.57	—
Re-Control2025.10		88	2.21	7.54
Prompting2025.10		87.9	2.21	6.8
Base2025.10		87.6	2.29	—
Base2025.10		87.4	2.95	—
Prompting2025.10		86.9	3.64	215
Base2025.10		86.8	3.65	—
Prompting2025.10		86.5	2.85	6.06
Re-Control2025.10		85.6	2.78	6.57
Base2025.10		83.8	2.24	—
Prompting2025.10		83.8	2.23	1.85
Re-Control2025.10		83.1	2.18	2.06
ITI2025.10		78.9	1.55	1,649
Re-Control2025.10		78.6	1.43	1,725
MAT-Steer2025.10		77.8	2.41	13.63
Ours2025.10		75.5	1.33	2,412
ITI2025.10		74.1	2.62	12.72
MAT-Steer2025.10		70	1.43	1,892
ITI2025.10		67	2.33	1.82
ITI2025.10		64.7	2.5	133
ITI2025.10		62.3	3.66	454
Re-Control2025.10		61.4	3.53	692
PRE-CONTROL2025.10		61.4	2.08	17.46
MAT-Steer2025.10		58.7	2.38	1.64
MAT-Steer2025.10		58.6	2.49	189
Re-Control2025.10		57	2.48	246
PRE-CONTROL2025.10		51.2	2.17	2.77
MAT-Steer2025.10		48	2.59	16.67
Ours2025.10		45.4	2.42	266
ITI2025.10		44.1	2.83	6.79
PRE-CONTROL2025.10		44	1.95	30.68
Ours2025.10		32.2	2.58	2,483
MAT-Steer2025.10		31.8	2.89	838