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Detoxification on Jigsaw (test)

20.8Perplexity (PPL)

Prefix

Updated 4d ago

Evaluation Results

Method	Links
Prefix 2022.12		20.8	88.3	16.3	43.8	67.5	-	-	-	-
GPT2(raw) 2022.12		25.06	-	-	-	-	10,397.67	17.1	52.71	37.13
T5 2022.12		27.21	-	-	-	-	42.04	22.81	39.83	63.49
PF 2022.12		28.67	-	-	-	-	52.73	38.37	49.68	41.53
GPT2 + PT + PL + noise 2022.12		29.2	-	-	-	-	26.37	40.99	49.75	43.1
Ctr-PF 2022.12		29.28	-	-	-	-	57.39	31.53	49.47	46.7
GPT2 + PT(pos) + PL 2022.12		29.49	-	-	-	-	25.87	40	49.52	43.22
GPT2 + PT(select) + PL 2022.12		29.83	-	-	-	-	26.44	43.45	49.65	43.03
GPT2 2022.12		32.79	-	-	-	-	66.61	43.94	51.62	42.05
GPT2 + PT + noise 2022.12		34.69	-	-	-	-	66.12	40.59	51.31	43.42
GPT2 + PT 2022.12		36.29	-	-	-	-	71.47	41.03	51.91	42.15
Con. Prefix 2022.12		37.7	93.8	17.3	47	71.1	-	-	-	-
UniLM + PT(select) + PL 2022.12		40.7	-	-	-	-	54.5	29.21	45.42	46.94
UniLM + PT + PL + noise 2022.12		40.98	-	-	-	-	55.99	26.95	44.47	47.07
UniLM + PT(pos) + PL 2022.12		45.09	-	-	-	-	55.87	25.13	45.91	46.7
Discrete 2022.12		46.2	90.1	36.9	76.3	87	-	-	-	-
UniLM + PT 2022.12		46.78	-	-	-	-	74.71	34.68	36.82	55.89
UniLM + PT + noise 2022.12		51.99	-	-	-	-	80.46	39.46	40.16	52.95
UniLM 2022.12		52.23	-	-	-	-	67.92	34.38	38.26	55.31
PriorControl 2022.12		54.3	90.7	29.1	70.1	86.9	-	-	-	-
PriorControl + extend 2022.12		54.6	95.7	29.8	70.5	86.8	-	-	-	-
DuNST-PT 2022.12		56.75	-	-	-	-	50.28	15.32	47.03	47.1
LatentOps 2022.12		58.8	94.6	13.5	48.3	62.8	-	-	-	-
PPLM 2022.12		63.2	93.2	31.1	70.9	85.9	-	-	-	-
Mix&Match 2022.12		65.2	96.9	31.5	74.8	88.8	-	-	-	-
DuNST(pos) 2022.12		74.74	-	-	-	-	63.75	13.69	50.37	42.62
GeDi 2022.12		81.6	94.9	38.1	74	78.4	-	-	-	-
GeDi raw 2022.12		134.1	95.4	47.5	88.9	93	-	-	-	-
MUCOCO 2022.12		381.7	94.8	22.5	49.9	64.3	-	-	-	-