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A Unified Encoding of Structures in Transition Systems
AbstractTransition systems usually contain various dynamic structures (e.g., stacks, buffers). An ideal transition-based model should encode these structures completely and efficiently. Previous works relying on templates or neural network structures …...
Examining Cross-lingual Contextual Embeddings with Orthogonal Structural Probes
AbstractState-of-the-art contextual embeddings are obtained from large language models available only for a few languages. For others, we need to learn representations using a multilingual model. There is an ongoing …...
Joint Chinese Word Segmentation and Part-of-speech Tagging via Two-stage Span Labeling
Chinese word segmentation and part-of- speech tagging are necessary tasks in terms of computational linguistics and application of natural language processing. Many re- searchers still debate the demand for Chinese …...
Combining (Second-Order) Graph-Based and Headed-Span-Based Projective Dependency Parsing
AbstractGraph-based methods, which decompose the score of a dependency tree into scores of dependency arcs, are popular in dependency parsing for decades. Recently, (CITATION) propose a headed-span-based method that decomposes …...
Headed-Span-Based Projective Dependency Parsing
AbstractWe propose a new method for projective dependency parsing based on headed spans. In a projective dependency tree, the largest subtree rooted at each word covers a contiguous sequence (i.e., …...