Our new X account is live! Follow @wizwand_team for updates

Paraphrase Generation on QQP (test)

41.74BLEU-2

DIFFSEQ + Ours

Updated 4d ago

Evaluation Results

Method
DIFFSEQ + Ours 2023.05	41.74	-	-	-	26.27	40.56	61.88	28.01	-	-	-	-	-	-	-	-	-	-	-
Distance Penalty 2023.05	41.74	-	-	-	26.27	40.56	61.88	28.01	0	84.72	96.03	-	-	-	-	-	-	-	-
Respace + Ours 2023.05	41.43	-	-	-	25.81	39.88	61.62	35.57	-	-	-	-	-	-	-	-	-	-	-
Adaptive Decay Sampling 2023.05	41.43	-	-	-	25.81	39.88	61.62	35.57	0	84.35	95.63	-	-	-	-	-	-	-	-
DIFFSEQ 2023.05	39.75	-	-	-	24.5	38.13	60.4	52.15	-	-	-	-	-	-	-	-	-	-	-
DIFFSEQ 2023.05	39.75	-	-	-	24.5	38.13	60.4	52.15	0.09	83.41	94.47	-	-	-	-	-	-	-	-
Respace 2023.05	38.58	-	-	-	23.67	36.67	59.11	90.61	-	-	-	-	-	-	-	-	-	-	-
Respace 2023.05	38.58	-	-	-	23.67	36.67	59.11	90.61	0	82.16	90.63	-	-	-	-	-	-	-	-
CMLM 2023.05	35.67	-	-	-	21.78	34.51	56.12	12.56	-	-	-	-	-	-	-	-	-	-	-
CMLM 2023.05	35.67	-	-	-	21.78	34.51	56.12	12.56	0.04	82.86	97.75	-	-	-	-	-	-	-	-
Ours (Hierarchical Contrastive Learning Framework) 2022.05	35.17	-	-	-	11.53	-	-	-	-	-	-	64.3	18.45	67.01	84.95	86.61	-	-	-
BART 2023.05	33.94	-	-	-	20.94	33.29	54.8	8.34	-	-	-	-	-	-	-	-	-	-	-
BART 2023.05	33.94	-	-	-	20.94	33.29	54.8	8.34	0.28	82.28	98.39	-	-	-	-	-	-	-	-
T5-CLAPS 2022.05	33.94	-	-	-	10.58	-	-	-	-	-	-	62.64	17.87	66.83	84.3	86.12	-	-	-
T5 2022.05	33.01	-	-	-	10.19	-	-	-	-	-	-	61.72	17.3	66.79	84.08	86.01	-	-	-
DialoGPT 2022.05	28.45	-	-	-	7.49	-	-	-	-	-	-	57.49	13.37	66.58	83.93	85.97	-	-	-
Seq2Seq-DU 2022.05	27.81	-	-	-	7.63	-	-	-	-	-	-	56.13	13.34	66.79	83.02	85.9	-	-	-
BERT-GEN 2022.05	27.81	-	-	-	7.64	-	-	-	-	-	-	54.52	13.43	66.73	82.99	85.86	-	-	-
Group-wise 2022.05	24.72	-	-	-	5.82	-	-	-	-	-	-	52.01	11.12	65.76	83.37	85.69	-	-	-
Transformer 2022.05	23.39	-	-	-	5.9	-	-	-	-	-	-	48.32	10.86	65.23	82.74	85.31	-	-	-
CVAE 2022.05	21.5	-	-	-	4.96	-	-	-	-	-	-	45.62	9.62	66.06	83.71	84.06	-	-	-
Seq2Seq 2022.05	21.17	-	-	-	4.97	-	-	-	-	-	-	45.1	9.5	65.43	82.43	85.33	-	-	-
Copy 2022.03	-	34.52	100	7.61	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
tf-idf 2022.03	-	24.05	62.49	6.75	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
AE 2022.03	-	28.99	60.11	11.17	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
VAE 2022.03	-	27.23	51.09	11.57	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
VQ-VAE 2022.03	-	16.31	21.13	8.83	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
SOW/REAP 2022.03	-	21.27	38.01	9.41	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
LBOW 2022.03	-	23.51	42.08	10.39	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
BTmPG 2022.03	-	19.83	35.11	8.84	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
Separator 2022.03	-	23.68	24.2	14.1	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
HRQ-VAE 2022.03	-	33.11	40.35	18.42	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
Oracle 2022.03	-	50.47	36.84	33.01	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
Copy 2022.10	-	29.88	100	16.89	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
Dagger 2022.10	-	28.42	66.98	18.88	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
RL-NN 2022.10	-	20.98	40.52	14.83	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
T5-Base 2022.10	-	30.83	44.77	23.27	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
LTSL 2022.10	-	29.25	71.25	19.2	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
Self-Training 2022.10	-	31.39	48.02	23.44	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
R-Regression 2022.10	-	30.77	44.23	23.27	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
Ours 2022.10	-	31.47	45.43	23.78	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-
Seq2Seq-DU 2022.05	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	2.03	2.12	1.76
DialoGPT 2022.05	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	2.18	2.04	1.97
T5-CLAPS 2022.05	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	2.24	2.16	2.19
Ours 2022.05	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	-	2.51	2.45	2.43