Also categorized in Parsing:
CoNLL Shared Task 2007 Call for Participation
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A Fast Unified Model for Parsing and Sentence Understanding. (arXiv:1603.06021v1 [cs.CL])

arxiv.org

Tree-structured neural networks exploit valuable syntactic parse information as they interpret the meanings of sentences. However, they suffer from two key technical problems that make them slow and unwieldy for large-scale NLP tasks: they can only operate on parsed sentences and they do not directly support batched computation.

Mentions: NLP