instruction:
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.
question:
The English online magazine of ISIS was named Dabiq and first appeared on the dark web on July 2014 and continued publishing for 15 issues. This publication was followed by Rumiyah which produced 13 English language issues through September 2017. Looking through both Dabiq and Rumiyah, many issues of the magazines contain articles specifically addressing women, usually with " to our sisters " incorporated into the title.
Question: Do they report results only on English data?
answer:
Yes

question:
We notice that the concatenation consistently outperforms the gated-attention mechanism for both training and testing instructions. We suspect that the gated-attention is useful in the scenarios where objects are described in terms of multiple attributes, but it has no to harming effect when it comes to the order connectors.
Question: Why they conclude that the usage of Gated-Attention provides no competitive advantage against concatenation in this setting?
answer:
concatenation consistently outperforms the gated-attention mechanism for both training and testing instructions

question:
To measure the effect of adding Bertram to BERT on downstream tasks, we apply the procedure described in Section SECREF4 to a commonly used textual entailment dataset as well as two text classification datasets: MNLI BIBREF21, AG's News BIBREF22 and DBPedia BIBREF23.
Question: What are three downstream task datasets?
answer:
MNLI BIBREF21 AG's News BIBREF22 DBPedia BIBREF23