- Figure: TextBox Overall Architecture + Figure: The Overall Architecture of TextBox
- Figure: TextBox Overall Architecture
+ Figure: The Overall Architecture of TextBox
| Model | +Examples | +
|---|---|
| RNNVAE | +people playing polo to eat in the woods . | +
| LeakGAN | +a man is standing near a horse on a lush green grassy field . | +
| GPT-2 | +cit a large zebra lays down on the ground. | +
| Model | +Examples | +
|---|---|
| RNNVAE | +lewis holds us in total because they have had a fighting opportunity to hold any bodies when companies on his assault . | +
| LeakGAN | +we ' re a frustration of area , then we do coming out and play stuff so that we can be able to be ready to find a team in a game , but I know how we ' re going to say it was a problem . | +
| GPT-2 | +russ i'm trying to build a house that my kids can live in, too, and it's going to be a beautiful house. | +
| Model | +Examples | +
|---|---|
| RNNVAE | +best brilliant known plot , sound movie , although unfortunately but it also like . the almost five minutes i will have done its bad numbers . so not yet i found the difference from with | +
| LeakGAN | +i saw this film shortly when I storms of a few concentration one before it all time . It doesn t understand the fact that it is a very good example of a modern day , in the <|unk|> , I saw it . It is so bad it s a <|unk|> . the cast , the stars , who are given a little | +
| GPT-2 | +be a very bad, low budget horror flick that is not worth watching and, in my humble opinion, not worth watching any time. the acting is atrocious, there are scenes that you could laugh at and the story, if you can call it that, was completely lacking in logic and | +
| Source (Germany) | +wissen sie , eines der großen < unk > beim reisen und eine der freuden bei der < unk > forschung ist , gemeinsam mit den menschen zu leben , die sich noch an die alten tage erinnern können . die ihre vergangenheit noch immer im wind spüren , sie auf vom regen < unk > steinen berühren , sie in den bitteren blättern der pflanzen schmecken . | +
| Gold Target (English) | +you know , one of the intense pleasures of travel and one of the delights of < unk > research is the opportunity to live amongst those who have not forgotten the old ways , who still feel their past in the wind , touch it in stones < unk > by rain , taste it in the bitter leaves of plants . | +
| RNN with Attention | +you know , one of the great < unk > trips is a travel and one of the friends in the world & apos ; s investigation is located on the old days that you can remember the past day , you & apos ; re < unk > to the rain in the < unk > chamber of plants . | +
| Transformer | +you know , one of the great < unk > about travel , and one of the pleasure in the < unk > research is to live with people who remember the old days , and they still remember the wind in the wind , but they & apos ; re touching the < unk > . | +
| Model | +ROUGE-1 | +ROUGE-2 | +ROUGE-L | +ROUGE-W | +
|---|---|---|---|---|
| RNN with Attention | +36.32 | +17.63 | +38.36 | +25.08 | +
| Transformer | +36.21 | +17.64 | +38.10 | +24.89 | +
| Article | +japan 's nec corp. and computer corp. of the united states said wednesday they had agreed to join forces in supercomputer sales . + | +
| Gold Summary | +nec in computer sales tie-up | +
| RNN with Attention | +nec computer corp . | +
| Transformer | +nec computer to join forces in chip sales | +
| 模型 | +实例 | +
|---|---|
| RNNVAE | +people playing polo to eat in the woods . | +
| LeakGAN | +a man is standing near a horse on a lush green grassy field . | +
| GPT-2 | +cit a large zebra lays down on the ground. | +
| 模型 | +实例 | +
|---|---|
| RNNVAE | +lewis holds us in total because they have had a fighting opportunity to hold any bodies when companies on his assault . | +
| LeakGAN | +we ' re a frustration of area , then we do coming out and play stuff so that we can be able to be ready to find a team in a game , but I know how we ' re going to say it was a problem . | +
| GPT-2 | +russ i'm trying to build a house that my kids can live in, too, and it's going to be a beautiful house. | +
| 模型 | +实例 | +
|---|---|
| RNNVAE | +best brilliant known plot , sound movie , although unfortunately but it also like . the almost five minutes i will have done its bad numbers . so not yet i found the difference from with | +
| LeakGAN | +i saw this film shortly when I storms of a few concentration one before it all time . It doesn t understand the fact that it is a very good example of a modern day , in the <|unk|> , I saw it . It is so bad it s a <|unk|> . the cast , the stars , who are given a little | +
| GPT-2 | +be a very bad, low budget horror flick that is not worth watching and, in my humble opinion, not worth watching any time. the acting is atrocious, there are scenes that you could laugh at and the story, if you can call it that, was completely lacking in logic and | +
| RNN with Attention | +RNN with Attention | BLEU-2 | 26.68 | 33.74 | @@ -362,7 +432,7 @@ python run_textbox.py --model=GPT-2 --dataset=COCO --task_type=unconditional \28.23 |
| Transformer | +Transformer | BLEU-2 | 30.96 | 35.48 | @@ -388,11 +458,84 @@ python run_textbox.py --model=GPT-2 --dataset=COCO --task_type=unconditional \
| 源语言（德语） | +wissen sie , eines der großen < unk > beim reisen und eine der freuden bei der < unk > forschung ist , gemeinsam mit den menschen zu leben , die sich noch an die alten tage erinnern können . die ihre vergangenheit noch immer im wind spüren , sie auf vom regen < unk > steinen berühren , sie in den bitteren blättern der pflanzen schmecken . | +
| 真实目标语言（英语） | +you know , one of the intense pleasures of travel and one of the delights of < unk > research is the opportunity to live amongst those who have not forgotten the old ways , who still feel their past in the wind , touch it in stones < unk > by rain , taste it in the bitter leaves of plants . | +
| RNN with Attention | +you know , one of the great < unk > trips is a travel and one of the friends in the world & apos ; s investigation is located on the old days that you can remember the past day , you & apos ; re < unk > to the rain in the < unk > chamber of plants . | +
| Transformer | +you know , one of the great < unk > about travel , and one of the pleasure in the < unk > research is to live with people who remember the old days , and they still remember the wind in the wind , but they & apos ; re touching the < unk > . | +
| Model | +ROUGE-1 | +ROUGE-2 | +ROUGE-L | +ROUGE-W | +
|---|---|---|---|---|
| RNN with Attention | +36.32 | +17.63 | +38.36 | +25.08 | +
| Transformer | +36.21 | +17.64 | +38.10 | +24.89 | +
| 文章 | +japan 's nec corp. and computer corp. of the united states said wednesday they had agreed to join forces in supercomputer sales . + | +
| 真实摘要 | +nec in computer sales tie-up | +
| RNN with Attention | +nec computer corp . | +
| Transformer | +nec computer to join forces in chip sales | +