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Controllable Text Generation on IMDb (test)

10.89O-PPL

PT(select)+PL

Updated 4d ago

Evaluation Results

Method	Links
PT(select)+PL 2022.12		10.89	33.89	0.8875	0.2717	0.7141	-	-
GPT2 + PT(select) + PL 2022.12		10.89	33.89	88.75	27.17	71.41	88.32	96.24
PT(noise)+PL 2022.12		11.26	33.85	0.8847	0.2726	0.709	-	-
GPT2 + PT(noise) + PL 2022.12		11.26	33.85	88.47	27.26	70.9	87.6	95.59
PT(noise) 2022.12		11.91	44.31	0.7746	0.254	0.7219	-	-
GPT2 + PT + noise 2022.12		11.91	44.31	77.46	25.4	72.19	74.95	85.02
Ctr-PF 2022.12		13.01	37.12	0.7733	0.2963	0.6483	-	-
Ctr-PF 2022.12		13.01	37.12	77.33	29.63	64.83	71	86.51
PF 2022.12		13.02	37.09	0.7505	0.2948	0.651	-	-
PF 2022.12		13.02	37.09	75.05	29.48	65.1	67.55	81.84
GPT2(raw) 2022.12		13.2	38.39	0.685	0.3591	0.5879	-	-
GPT2(raw) 2022.12		13.2	38.39	68.5	35.91	58.79	55.9	61.37
PT 2022.12		14.62	68.04	0.7957	0.3058	0.6522	-	-
GPT2 + PT 2022.12		14.62	68.04	79.57	30.58	65.22	76.1	87.92
GPT2 2022.12		16.4	44.02	0.8044	0.2634	0.71	-	-
GPT2 2022.12		16.4	44.02	80.44	26.34	71	77.55	88.35
UniLM + PT(select) + PL 2022.12		18.4	33.56	90.06	31.27	67.61	90.08	96.66
UniLM + PT(noise) + PL 2022.12		18.92	33.53	89.73	30.94	66.84	89.95	96.38
DuNST 2022.12		21.67	42.82	0.9305	0.3179	0.658	-	-
DuNST 2022.12		21.67	42.82	93.05	31.79	65.8	92.9	98.02
Ground Truth 2022.12		25.14	-	0.962	0.4827	0.4334	-	-
UniLM 2022.12		25.2	54.33	0.7535	0.3105	0.6697	-	-
UniLM 2022.12		25.2	54.33	75.35	31.05	66.97	76.45	85.18
T5 2022.12		25.69	34.97	0.8377	0.3003	0.6957	-	-
T5 2022.12		25.69	34.97	83.77	30.03	69.57	82.8	90.5
UniLM + PT 2022.12		26.62	58.37	70.27	31.17	66.69	72.2	80.37
UniLM + PT + noise 2022.12		30.28	62.07	75.78	31.68	65.18	77.75	85.35