| Context: | [MALE] was driving around in the snow. |
| Golden Story: | He needed to get home from work. He was driving slowly to avoid accidents. Unfortunately the roads were too slick and [MALE] lost control. His tires lost traction and he hit a tree. |
| ConvS2S: | He did n’t feel like driving on his way out of the street. He put on his gloves and drove away. [MALE] made a lot of paperwork and took a taxi to the mechanic. He gave [MALE] a few thousand dollars to help him get up. |
| Fusion: | He was driving for a bit but was getting icy. [MALE] ended up driving over a cliff. [MALE] was in the middle of the road. He was out of the snow by the time he got home. |
| Plan&write: | He noticed a man sitting on the side of the road. He went to the nearest gas station. The man was n’t sure if he could have the money. The man was left a big deal. |
| SKRL: | A drop of battery stacked in the quarter. [MALE] went to check the phone and turned back. He finally got a car hit off from his way to play again. [MALE] had forgotten his hair. |
| DSRL: | A man came in a cop. He called for an ambulance. He said he might go to a park. He finally showed up to post what was wrong. |
| GPT-2 (Scratch): | He noticed a large snow pile. He got out and began driving. Then he sped off and went home. [MALE] was happy that he had saved his money. |
| GPT-2 (Pretrain): | The doctors took him to a hospital. They told him he was going to be fine. He got all the doctors and nurses. The [MALE] parents said they have no hope. |
| GPT-2 (Fine-tune): | He noticed a snowglobe blocking his road. [NEUTRAL] he backed up to the car and got a snow shovel. [MALE] used to shovel the snow and shovel the snow. Now the snow is gone but he has snow boots and snow gloves. |
| Ours: | Suddenly his car broke down on the side of the road. [MALE] had to call a tow truck. The tow truck came and took [MALE] home. [MALE] was happy he was able to get home. |
| w/o Pretrain: | He tried to stop to see how he could get out of his car. His car started to sputter down on him. [MALE] pulled over and kept driving . He was able to make up and the car sped away. |
| w/o Knowledge: | He noticed a young lady running off. He stopped and picked her up. When he checked his id it was lost. [MALE] realized he had forgotten his id. |
| w/o Multi-task: | He noticed a car in the road . He decided to stop . He got out of his car. He drove for half an hour. |
| Context: | [MALE] was driving around in the snow. |
| Golden Story: | He needed to get home from work. He was driving slowly to avoid accidents. Unfortunately the roads were too slick and [MALE] lost control. His tires lost traction and he hit a tree. |
| ConvS2S: | He did n’t feel like driving on his way out of the street. He put on his gloves and drove away. [MALE] made a lot of paperwork and took a taxi to the mechanic. He gave [MALE] a few thousand dollars to help him get up. |
| Fusion: | He was driving for a bit but was getting icy. [MALE] ended up driving over a cliff. [MALE] was in the middle of the road. He was out of the snow by the time he got home. |
| Plan&write: | He noticed a man sitting on the side of the road. He went to the nearest gas station. The man was n’t sure if he could have the money. The man was left a big deal. |
| SKRL: | A drop of battery stacked in the quarter. [MALE] went to check the phone and turned back. He finally got a car hit off from his way to play again. [MALE] had forgotten his hair. |
| DSRL: | A man came in a cop. He called for an ambulance. He said he might go to a park. He finally showed up to post what was wrong. |
| GPT-2 (Scratch): | He noticed a large snow pile. He got out and began driving. Then he sped off and went home. [MALE] was happy that he had saved his money. |
| GPT-2 (Pretrain): | The doctors took him to a hospital. They told him he was going to be fine. He got all the doctors and nurses. The [MALE] parents said they have no hope. |
| GPT-2 (Fine-tune): | He noticed a snowglobe blocking his road. [NEUTRAL] he backed up to the car and got a snow shovel. [MALE] used to shovel the snow and shovel the snow. Now the snow is gone but he has snow boots and snow gloves. |
| Ours: | Suddenly his car broke down on the side of the road. [MALE] had to call a tow truck. The tow truck came and took [MALE] home. [MALE] was happy he was able to get home. |
| w/o Pretrain: | He tried to stop to see how he could get out of his car. His car started to sputter down on him. [MALE] pulled over and kept driving . He was able to make up and the car sped away. |
| w/o Knowledge: | He noticed a young lady running off. He stopped and picked her up. When he checked his id it was lost. [MALE] realized he had forgotten his id. |
| w/o Multi-task: | He noticed a car in the road . He decided to stop . He got out of his car. He drove for half an hour. |