(2013). Transition-based dependency parsing using recursive neural networks. In Deep Learning Workshop at NIPS, Lake Tahoe, Nevada, USA.Stenetorp, P.: Transition-based dependency parsing using recursive neural
什么是Transition-based基于转移的框架? 这个框架由状态和动作两部分构成,其中状态用来记录不完整的预测结果,动作则用来控制状态之间的转移。 用在生成依存句法树上,则具体表示为从空状态开始,通过动作转移到下一个状态,一步一步生成依存句法树,最后的状态保存了一个完整的依存树。依存分析就是用来预测词与词之间的关...
依存句法解析《Structured Training for Neural Network Transition-Based Parsing》,程序员大本营,技术文章内容聚合第一站。
论文地址:https://cs.stanford.edu/~danqi/papers/emnlp2014.pdf论文名称:一种使用神经网络(三层)的精准快速的依存句法分析 特征提取是基于Transition-basedDependency Parsing 基于转移的依存句法分析,从而可以有效精简特征数量 例如: 词特征18个:1、栈区和缓存区分别提取前三个词 合计6个特征2、栈区的前两个 ...
We present structured perceptron training for neural network transition-based dependency parsing. We learn the neural network representation using a gold corpus augmented by a large number of automatically parsed sentences. Given this fixed network representation, we learn a final layer using the ...
@inproceedings{dyer:2015acl, author={Chris Dyer and Miguel Ballesteros and Wang Ling and Austin Matthews and Noah A. Smith}, title={Transition-based Dependency Parsing with Stack Long Short-Term Memory}, booktitle={Proc. ACL}, year=2015, } ...
(n),inthesentencelengthanditpro-videsthepossibilityof using features based on the partially built dependency structure.However, in a transition-based parsing strat-egy, in which there is a lack of backtracking, it is di,cult to avoid an error propagation when it occurs (McDonald and Nivre, ...
Relying on the anatomical context the transition kernel is based on a pairwise dependency (6.16)f(θs|θ0:s−1)=f(θs|θj),j∈{0,1,…,s−1} Please note that a state of any previously detected object is used to compute the transition. This is less restrictive than a Markovian...
(Version 2.0) Removed the need for pseudo-projective parsing by using a swap transition and creating a partially dynamic oracle as described in: Miryam de Lhoneux, Sara Stymne and Joakim Nivre. 2017. Arc-Hybrid Non-Projective Dependency Parsing with a Static-Dynamic Oracle. In Proceedings of ...
Constituency Parsing成分句法分析 成份句法分析将文本拆分成子短语,可以视为一棵树,非叶子结点是短语的类型,叶子结点是句子中的短语,边上不需额外标签。 Dependency Parsing依存句法分析 依存句法分析将句子解析成语法树,树中的每个节点代表一个单词,子节点是依存于父节点的,边的标签由节点之间的关系定义。 本文引入...