Opinion Editing on FOE 1.0 (test) benchmark leaderboard · SOTA2 Research

Opinion Editing on FOE 1.0 (test)

1.91EfficacyROMEINST

Evaluation Results

Method	Links
ROMEINST2026.06		1.91	1.89	1.91	1.43	84.8	77	1.15	0.18	0.98
FT-MEA2026.06		1.9	1.58	1.55	1.28	85.86	70.84	0.67	0.36	0.27
ROMEINST2026.06		1.9	1.82	1.9	1.51	89.85	75.98	1.43	0.13	1.59
FT-MEA2026.06		1.9	1.81	1.63	1.31	60.14	57.71	0.65	0.21	0.31
ROMEEA2026.06		1.76	1.67	1.77	1.39	69.97	74.89	1.05	0.22	1.41
ROMEEA2026.06		1.64	1.61	1.57	1.23	80.99	73.05	1.21	0.29	1.46
ROME2026.06		1.3	1.29	1.26	1.18	86	46.37	0.98	0.07	1.14
FT-M2026.06		1.09	1.06	1.08	0.86	68.18	20.89	0.66	0.14	0.16
LoRA2026.06		1.09	1.09	1.07	1.02	45.19	23.72	0.68	0.12	0.02
AdaLoRA2026.06		1.03	1.07	1.02	1.05	47.76	20.19	0.73	0.05	0.01
FT-M2026.06		1	0.97	0.96	0.78	81.68	9.14	0.48	0.16	0.07
LoRA2026.06		1	0.98	0.99	0.89	60.58	0.96	0.86	0.04	0.01
AdaLoRA2026.06		1	0.99	1	0.82	57.37	3.53	0.89	0.03	0
ROME2026.06		0.99	1.04	0.98	0.79	94.53	32.97	0.91	0.08	0.75
DPO2026.06		0.75	0.73	0.64	0.77	46.47	28.21	0.53	0.79	0.69
BiPO2026.06		0.54	0.51	0.44	0.33	7.37	13.14	0.13	1.26	1.09
DPO2026.06		0.45	0.35	0.31	0.41	45.83	6.09	0.23	0.62	0.59
ActAdd2026.06		0.26	0.39	0.17	0.34	16.99	10.58	0.07	0.45	0.29
CAA2026.06		0.25	0.31	0.21	0.21	52.24	14.1	0.07	0.91	0.95
ActAdd2026.06		0.25	0.23	0.14	0.21	14.42	6.09	0.11	0.99	0.78
BiPO2026.06		0.09	0.11	0.09	0.05	11.22	1.6	0.04	1.43	1.37
CAA2026.06		0.08	0.09	0.06	0.05	37.82	12.8	0.03	1.09	1.04
Llama3.12026.06		0.04	0.05	0.09	0.03	0	1.7	0.02	1.73	1.74
Mistral32026.06		0.03	0.04	0.08	0.04	7.39	0	0.03	1.42	1.46