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ResearchFormerly WizWand

Controlled Generation on Topic Control

96.5Success RateAir-Decoding w/ LaPA²

Evaluation results

Method	Links
Air-Decoding w/ LaPA²2025.08		96.5	36.84	7	46	76
Air-Decoding2025.08		96.23	28.83	7	46	75
Air-Decoding w/ LaPA²2025.08		93.83	33.44	5	42	77
Air-Decoding2025.08		92.1	24.53	5	43	76
SVS2023.06		92	13.9	22	37	49
LANGEVIN2023.06		91	14.26	24	39	51
Con-Prefix w/ LaPA²2025.08		90.23	36.31	7	49	80
Air-Decoding w/ LaPA²2025.08		89.13	32.92	3	36	74
Con-Prefix2025.08		88.68	27.79	7	49	80
Air-Decoding2025.08		87	23.29	3	37	75
Air-Decoding w/ LaPA²2025.08		86.13	32.33	2	33	72
Air-Decoding2025.08		84.48	22.74	2	34	72
Air-Decoding w/ LaPA²2025.08		84.08	32.54	2	30	70
Con-Prefix2025.08		83.25	24.12	5	44	79
Air-Decoding2025.08		81.18	22.69	2	32	71
Con-Prefix w/ LaPA²2025.08		79.07	33.95	9	55	86
Con-Prefix w/ LaPA²2025.08		78.73	33.78	6	48	83
Con-Prefix2025.08		77.28	23.15	3	38	76
GPT-2+Prefix w/ LaPA²2025.08		74.75	36.22	7	40	61
GPT-2+Prefix w/ LaPA²2025.08		74.6	12.15	4	26	42
FreeCtrl2025.08		74.43	23.92	4	32	67
Con-Prefix w/ LaPA²2025.08		73.93	33.41	5	44	81
Con-Prefix w/ LaPA²2025.08		73.85	33.44	2	31	72
Con-Prefix2025.08		73.68	22.89	2	35	74
GPT-2+Prefix w/ LaPA²2025.08		73.6	63.01	8	46	70
GPT-2+Prefix w/ LaPA²2025.08		73.2	18.27	5	31	48
GPT-2+Prefix2025.08		72.78	34.83	7	42	67
GPT-2+Prefix w/ LaPA²2025.08		72.15	9.23	4	23	37
GPT-2+Prefix2025.08		71.25	20.28	5	36	61
GPT-2+Prefix2025.08		71.08	15	4	33	58
GPT-2+Prefix2025.08		70.83	55.64	8	47	72
GPT-2+Prefix2025.08		70.33	12.51	3	30	56
Con-Prefix2025.08		69.15	22.76	2	32	72
FreeCtrl2025.08		68.1	20.47	3	27	64
FreeCtrl2025.08		63.98	16.78	2	21	58
FreeCtrl2025.08		62.95	14.05	1	16	49
FreeCtrl2025.08		62.45	15.06	1	18	53
MUCOLA2023.06		58	33.09	26	40	51
FUDGE2023.06		30	5.59	39	55	65
GPT22023.06		12	5.1	40	56	67