Controlled Generation on Sentiment Control benchmark leaderboard · SOTA2 Research

Controlled Generation on Sentiment Control

98.47Success RateFreeCtrl

Evaluation Results

Method	Links
FreeCtrl2025.08		98.47	14.6	2	15	46
Air-Decoding w/ LaPA²2025.08		98.07	33.89	6	48	82
FreeCtrl2025.08		97.93	15.78	2	17	50
Air-Decoding w/ LaPA²2025.08		97.67	36.62	12	57	82
FreeCtrl2025.08		97.6	18	2	21	55
Air-Decoding w/ LaPA²2025.08		97.07	34.45	9	54	84
Air-Decoding2025.08		96.07	26.98	12	57	80
Air-Decoding w/ LaPA²2025.08		95.07	33.64	5	43	80
FreeCtrl2025.08		94.8	31.13	5	32	66
FreeCtrl2025.08		94.67	23.56	3	27	62
Air-Decoding w/ LaPA²2025.08		94.27	33.67	4	41	79
Air-Decoding2025.08		94	22.26	6	48	81
Air-Decoding2025.08		93.73	23.78	9	54	82
Air-Decoding2025.08		91.33	21.71	5	44	80
Air-Decoding2025.08		89.07	21.74	4	42	78
Con-Prefix w/ LaPA²2025.08		85.73	35.77	13	60	86
Con-Prefix w/ LaPA²2025.08		85.27	33.78	9	55	86
Con-Prefix2025.08		84.8	23.3	9	55	84
Con-Prefix w/ LaPA²2025.08		84.6	32.99	6	48	83
SVS2023.06		84	32.73	14	28	41
Con-Prefix w/ LaPA²2025.08		83.93	32.34	5	44	81
Con-Prefix2025.08		83.73	26.27	13	60	85
Con-Prefix w/ LaPA²2025.08		82.67	32.16	4	41	79
Con-Prefix2025.08		82.53	22.82	6	48	82
LANGEVIN2023.06		82	26.76	16	30	41
Con-Prefix2025.08		81.87	21.88	5	45	80
Con-Prefix2025.08		79.07	21.92	4	42	79
GPT-2+Prefix w/ LaPA²2025.08		76.87	36.8	6	46	82
GPT-2+Prefix w/ LaPA²2025.08		75.13	38.83	8	52	85
GPT-2+Prefix w/ LaPA²2025.08		73.27	35.66	4	39	77
GPT-2+Prefix w/ LaPA²2025.08		72.53	42.76	12	58	85
GPT-2+Prefix w/ LaPA²2025.08		71.73	35.88	5	42	79
GPT-2+Prefix2025.08		70.93	27.43	9	53	85
GPT-2+Prefix2025.08		68.13	25.14	6	47	82
GPT-2+Prefix2025.08		67.53	32.82	12	59	86
GPT-2+Prefix2025.08		67.53	23.85	5	43	80
MUCOLA2023.06		66	85.74	28	42	53
GPT-2+Prefix2025.08		64.6	23.65	4	41	78
FUDGE2023.06		57	24.27	40	60	70
GPT22023.06		55	21.33	40	60	71