Text Style Transfer on Yelp (test)
93.1Style AccuracyARAE
Evaluation Results
| Method | Links | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| ARAESampling=greedy2022.05 | 93.1 | — | — | — | — | — | — | — | 67.9 | 31.2 | 19.8 | |
| RACOLN2021.08 | 91.3 | 20 | 59.4 | 60.1 | 73.6 | 91.8 | 90.3 | 91 | — | — | — | |
| ARAEseq2seq + CONTRASampling=nucleus(p = 0.6)2022.05 | 89.7 | — | — | — | — | — | — | — | 69.2 | 31.9 | 20 | |
| ARAEseq2seq + CONTRASampling=greedy2022.05 | 89.6 | — | — | — | — | — | — | — | 69.7 | 32 | 20.1 | |
| ARAEseq2seq + CLF + CONTRASampling=nucleus(p = 0.6)2022.05 | 89.4 | — | — | — | — | — | — | — | 68.6 | 32.8 | 20.4 | |
| ARAEseq2seq + CLF + CONTRASampling=greedy2022.05 | 89.3 | — | — | — | — | — | — | — | 69.2 | 32.9 | 20.6 | |
| ARAEseq2seqSampling=greedy2022.05 | 88.3 | — | — | — | — | — | — | — | 66 | 34.4 | 20.2 | |
| Style Transformer2021.08 | 87.3 | 19.8 | 55.2 | 73.8 | 69.4 | 91.6 | 89.9 | 90.7 | — | — | — | |
| ARAEseq2seqSampling=nucleus(p = 0.6)2022.05 | 86.7 | — | — | — | — | — | — | — | 63.9 | 35.3 | 19.9 | |
| ARAEseq2seq + CLFSampling=greedy2022.05 | 85.7 | — | — | — | — | — | — | — | 63.4 | 36.7 | 20.2 | |
| ARAEseq2seq + CLFSampling=nucleus(p = 0.6)2022.05 | 85.6 | — | — | — | — | — | — | — | 63 | 36.6 | 20 | |
| Deep Latent2021.08 | 85.2 | 15.1 | 40.7 | 36.7 | 58.9 | 89.8 | 88.6 | 89.2 | — | — | — | |
| ControlledGen2021.08 | 83.7 | 16.1 | 50.5 | 146.3 | 65 | 90.6 | 89 | 89.8 | — | — | — | |
| Cross-Alignment2021.08 | 74.2 | 4.2 | 13.2 | 53.1 | 32 | 87.8 | 86.2 | 87 | — | — | — | |
| DRGSampling=greedy2022.05 | 67.4 | — | — | — | — | — | — | — | 54.5 | 43.6 | 16.7 | |
| ARAE2022.05 | 2.8 | — | — | — | — | — | — | — | 2.4 | 2.1 | — | |
| ARAEseq2seq + CLF + CONTRA2022.05 | 2.8 | — | — | — | — | — | — | — | 2.4 | 2 | — | |
| DRG2022.05 | 2.3 | — | — | — | — | — | — | — | 2.1 | 2.1 | — |