Challenge: Existing literature on semantically idiosyncratic multiword expressions is limited to English . idiomatic expressions are phraseological units consisting of more than one lexeme and exhibit some kind of idiom.
Approach: They propose to make available a large automatically-acquired all-words list of English multiword expressions scored for compositionality.
Outcome: The proposed list improves the BLEU scores of the English multiword expressions.

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Challenge: ACL tutorials session is organized to give conference attendees a comprehensive introduction by expert researchers to some topics of importance drawn from our rapidly growing and changing research field.
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