Dialogue Generation on Douban (test)
0.1398BLEU-1Ours
Evaluation Results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| OursBackbone=BERT2022.05 | 0.1398 | 0.0516 | 0.0188 | 0.0074 | 0.4691 | 0.5091 | 0.6179 | |
| Ours (Hierarchical Contrastive Learning Framework)backbone=BERT, beam search size=42022.05 | 0.1398 | 0.0516 | 0.0188 | 0.0074 | 0.4691 | 0.5091 | 0.6179 | |
| T5-CLAPS2022.05 | 0.1162 | 0.0413 | 0.0165 | 0.0062 | 0.4667 | 0.5071 | 0.6159 | |
| T5-CLAPSbackbone=T5, beam search size=42022.05 | 0.1162 | 0.0413 | 0.0165 | 0.0062 | 0.4667 | 0.5071 | 0.6159 | |
| T52022.05 | 0.1007 | 0.0379 | 0.014 | 0.0057 | 0.4659 | 0.5056 | 0.6147 | |
| T5backbone=T5, beam search size=42022.05 | 0.1007 | 0.0379 | 0.014 | 0.0057 | 0.4659 | 0.5056 | 0.6147 | |
| Dialo-gpt2022.05 | 0.0953 | 0.0363 | 0.0136 | 0.0057 | 0.4633 | 0.4997 | 0.6108 | |
| DialoGPTbeam search size=42022.05 | 0.0953 | 0.0363 | 0.0136 | 0.0057 | 0.4633 | 0.4997 | 0.6108 | |
| Seq2Seq-DU2022.05 | 0.0887 | 0.0333 | 0.0123 | 0.005 | 0.4591 | 0.4972 | 0.6083 | |
| Seq2Seq-DUbeam search size=42022.05 | 0.0887 | 0.0333 | 0.0123 | 0.005 | 0.4591 | 0.4972 | 0.6083 | |
| BERT-GENBackbone=BERT2022.05 | 0.0823 | 0.0314 | 0.0119 | 0.005 | 0.463 | 0.5001 | 0.6095 | |
| BERT-GENbackbone=BERT, beam search size=42022.05 | 0.0823 | 0.0314 | 0.0119 | 0.005 | 0.463 | 0.5001 | 0.6095 | |
| CVAE2022.05 | 0.064 | 0.0259 | 0.0102 | 0.0047 | 0.4473 | 0.4814 | 0.6006 | |
| CVAEbeam search size=42022.05 | 0.064 | 0.0259 | 0.0102 | 0.0047 | 0.4473 | 0.4814 | 0.6006 | |
| Group-wise2022.05 | 0.0581 | 0.0239 | 0.0101 | 0.0053 | 0.4489 | 0.4903 | 0.6002 | |
| Group-wisebeam search size=42022.05 | 0.0581 | 0.0239 | 0.0101 | 0.0053 | 0.4489 | 0.4903 | 0.6002 | |
| Seq2Seq2022.05 | 0.0542 | 0.0218 | 0.0086 | 0.0039 | 0.4388 | 0.4802 | 0.596 | |
| Seq2Seqbeam search size=42022.05 | 0.0542 | 0.0218 | 0.0086 | 0.0039 | 0.4388 | 0.4802 | 0.596 | |
| Transformer2022.05 | 0.0531 | 0.021 | 0.0081 | 0.0036 | 0.4401 | 0.4807 | 0.5989 | |
| Transformerbeam search size=42022.05 | 0.0531 | 0.021 | 0.0081 | 0.0036 | 0.4401 | 0.4807 | 0.5989 |