In this task, you will be presented with a context from an academic paper and a question separated with a
. You have to answer the question based on the context.

Input: Consider Input: To test the robustness of the taggers against the OOV problem, we also conduct experiments using artificially constructed unnormalized text by corrupting words in the normal dev set. Again, the CNN tagger outperforms the two baselines by a very large margin.
Question: How do they confirm their model working well on out-of-vocabulary problems?

Output: conduct experiments using artificially constructed unnormalized text by corrupting words in the normal dev set

Input: Consider Input: As before, the training and test sets contain some 30,000 and 5,000 sentence pairs, respectively
Question: How many samples did they generate for the artificial language?

Output: 70,000

Input: Consider Input: Our analysis found that gang members have a penchant for using just a small set of emoji symbols that convey their anger and violent behavior through their tweets. Figure FIGREF24 illustrates the emoji distribution for the top 20 most frequent emojis used by gang member profiles in our dataset. The fuel pump emoji was the most frequently used emoji by the gang members, which is often used in the context of selling or consuming marijuana. The pistol emoji is the second most frequent in our dataset, which is often used with the guardsman emoji or the police cop emoji in an 'emoji chain'. Figure FIGREF28 presents some prototypical 'chaining' of emojis used by gang members. The chains may reflect their anger at law enforcement officers, as a cop emoji is often followed up with the emoji of a weapon, bomb, or explosion. We found that 32.25% of gang members in our dataset have chained together the police and the pistol emoji, compared to just 1.14% of non-gang members. Moreover, only 1.71% of non-gang members have used the hundred points emoji and pistol emoji together in tweets while 53% of gang members have used them. A variety of the angry face emoji such as devil face emoji and imp emoji were also common in gang member tweets.
Question: What are the differences in the use of emojis between gang member and the rest of the Twitter population?
Output: 32.25% of gang members in our dataset have chained together the police and the pistol emoji, compared to just 1.14% of non-gang members only 1.71% of non-gang members have used the hundred points emoji and pistol emoji together in tweets while 53% of gang members have used them gang members have a penchant for using just a small set of emoji symbols that convey their anger and violent behavior