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Topic Classification and Text Generation on AGNews (test)

16.94PPL (Output)

GPT2(raw)

Updated 4d ago

Evaluation Results

Method	Links
GPT2(raw) 2022.12		16.94	74.41	55.75	52.17	83.28	46.88	45.55
PF 2022.12		20.27	32.35	68.67	68.44	87.14	59.17	32.73
Ctr-PF 2022.12		20.41	33.9	83.25	83.21	95.47	60.34	31.2
GPT2 2022.12		22.22	23.46	82.92	83.08	95.23	54.93	39.93
+PT 2022.12		23.74	27.88	83.5	83.55	95.49	57.89	36.02
+PT+noise 2022.12		26.39	27.02	82.42	82.45	94.58	58.06	35.53
+PT(noise)+PL 2022.12		30.62	13.96	87.83	87.48	97.42	47.11	56.67
Test set 2022.12		31.04	-	94.88	94.89	99.34	67.24	23.31
+PT(select)+PL 2022.12		31.34	14.07	87.92	87.54	97.46	46.71	57.33
+PT(noise)+PL 2022.12		32.36	16.64	89.67	89.7	98.11	53.79	47.95
+PT(select)+PL 2022.12		33.23	16.66	90.5	90.52	98.31	53.71	47.69
DuNST 2022.12		34.73	33.58	93.58	93.59	98.99	59.42	37.02
T5 2022.12		48.33	32.12	88.33	88.43	97.95	58.06	37.01
UniLM 2022.12		55.79	36.28	87.67	87.7	96.3	54.76	43.77
+PT 2022.12		57.4	40.95	86.42	86.36	96.69	52.35	46.41
+PT+noise 2022.12		58.59	45.32	85.42	85.27	95.88	53.35	46.57