mrqa: inference model saved at output_model/firstrun/mrqa/infer_model
```
### DEMO2:多任务辅助训练与目标任务预测
> 本demo路径位于`demo/demo2`
本节我们考虑更加复杂的学习目标,我们引入一个掩码语言模型(Mask Language Model,MLM)问答匹配(QA Match)任务来辅助上一节MRQA任务的训练,相关训练数据分别位于`data/mlm4mrqa`和`data/match4mrqa`。并且我们这里换用ERNIE模型作为主干网络,来获得更佳的效果。在多任务训练结束后,我们使用训练好的模型来对MRQA任务的测试集进行预测。
1 when was the last time the san antonio spurs missed the playoffshave only missed the playoffs four times since entering the NBA
0 the creation of the federal reserve system was an attempt toReserve System ( also known as the Federal Reserve or simply the Fed ) is the central banking system of the United States of America .
2 group f / 64 was a major backlash against the earlier photographic movement off / 64 was formed , Edward Weston went to a meeting of the John Reed Club , which was founded to support Marxist artists and writers .
0 Bessarabia eventually became under the control of which country?
1 From what work of Durkheim's was interaction ritual theory derived? **[TAB]** Subsequent to these developments, Randall Collins (2004) formulated his interaction ritual theory by drawing on Durkheim's work on totemic rituals that was extended by Goffman (1964/2013; 1967) into everyday focused encounters. Based on interaction ritual theory, we experience different levels
0 where is port au prince located in haiti **[TAB]** Its population is difficult to ascertain due to the rapid growth of slums in the hillsides
0 What is the world’s first-ever pilsner type blond lager, the company also awarded the Master Homebrewer Competition held in San Francisco to an award-winning brewer who won the prestigious American Homebrewers Associations' Homebrewer of the Year award in 2013? **[TAB]** of the Year award in 2013, becoming the first woman in thirty years, and the first African American person ever to ever win the award.
1 What has Pakistan told phone companies? **[TAB]** Islamabad, Pakistan (CNN) -- Under heavy criticism for a telling cell phone carriers to ban certain words in text messages, the Pakistan Telecommunication Authority went into damage control mode Wednesday.
Subsequent to these developments, Randall Collins (2004) formulated his interaction ritual theory by drawing on Durkheim's work on totemic rituals that was extended by Goffman (1964/2013; 1967) into everyday focused encounters.
Presidential spokesman Abigail Valte earlier Saturday urged residents of low-lying and mountainous areas that could be hit hard by the storm to evacuate, the state news agency said, citing an interview conducted on a government radio station. World Vision, the Christian humanitarian organization, said Saturday that it had to postpone some of its relief efforts due to Nalgae, with two of three emergency teams set to deploy once the storm passes. Another team is in Bulcan province, most of which is "still submerged" because of Nesat. The group is focusing its post-Nesat efforts on two communities in Manila and three in the northern Isabela and Zambales provinces.
of the Year award in 2013, becoming the first woman in thirty years, and the first African American person ever to ever win the award. After an extensive career with the California State Legislature she began working for PicoBrew, a product development company in Seattle, WA that specializes in automated brewing equipment.
the gakkel ridge is a boundary between which two tectonic plates Mid-Atlantic Ridge ( MAR ) is a mid-ocean ridge , a divergent tectonic plate or constructive plate boundary located along the floor of the Atlantic Ocean , and part of the longest mountain range in the world . The ridge extends from a junction with the Gakkel Ridge ( Mid-Arctic Ridge ) northeast of Greenland southward to the Bouvet Triple Junction in the South Atlantic .
This tutorial is contributed by [PaddlePaddle](https://github.com/PaddlePaddle/Paddle) and licensed under the [Apache-2.0 license](https://github.com/PaddlePaddle/models/blob/develop/LICENSE).