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Association for Computational Linguistics. In Findings of the Association for Computational Linguistics: EMNLP 2021, pages 2908–2917, Punta Cana, Dominican Republic. Lexicon-Based Graph Convolutional Network for Chinese Word Segmentation. Anthology ID: 2021.findings-emnlp.248 Volume: Findings of the Association for Computational Linguistics: EMNLP 2021 Month: November Year: 2021 Address: Punta Cana, Dominican Republic Venue: Findings SIG: SIGDAT Publisher: Association for Computational Linguistics Note: Pages: 2908–2917 Language: URL: DOI: 10.18653/v1/2021.findings-emnlp.248 Bibkey: huang-etal-2021-lexicon-based Cite (ACL): Kaiyu Huang, Hao Yu, Junpeng Liu, Wei Liu, Jingxiang Cao, and Degen Huang. Further experiments and analyses demonstrate that our proposed framework effectively models the lexicon to enhance the ability of basic neural frameworks and strengthens the robustness in the cross-domain scenario.

Experimental results on five benchmarks and four cross-domain datasets show the lexicon-based graph convolutional network successfully captures the information of candidate words and helps to improve performance on the benchmarks (Bakeoff-2005 and CTB6) and the cross-domain datasets (SIGHAN-2010). To further improve the performance of CWS methods based on fine-tuning the PLMs, we propose a novel neural framework, LBGCN, which incorporates a lexicon-based graph convolutional network into the Transformer encoder. However, recent outstanding studies are limited by the small-scale annotated corpus. Existing methods have already achieved high performance on several benchmarks (e.g., Bakeoff-2005). Due to the development of pre-trained language models (PLM), pre-trained knowledge can help neural methods solve the main problems of the CWS in significant measure. Thus, Chinese word segmentation (CWS) is a fundamental task in NLP.

Patchouli Dew Huo Xiang Lu is acrid and slightly warm and is used to clear Summerheat, restore the normal flow of Qi and dissipate Turbid Dampness via its strong aroma to treat Summerheat-Dampness Obstructing the flow of Qi with a stifling sensation in the chest, nausea and vomiting and is valued for its ability to prevent Summerheat disorders.Abstract Precise information of word boundary can alleviate the problem of lexical ambiguity to improve the performance of natural language processing (NLP) tasks.

Menthae Haplocalycis Bo Heas a tea for the early stages of Summerheat with Dampness.

Fresh Patchouli Xian Huo Xiang relieves Summerheat and releases the Exterior.

it is often used to treat nausea and vomiting due to Dampness Obstructing the Middle or Stomach Cold and morning sickness.

Patchouli Stalk Huo Xiang Geng mobilizes the Middle, expands the chest and is particularly good for harmonizing the Stomach and stopping nausea.

Patchouli Leaf Huo Xiang Ye mobilizes the Exterior, disseminates and disperses to treat externally-contracted Wind-Cold with Internal Dampness Obstruction.

Pei Lan is milder and more harmonious and less dispersing. Huo Xiang is better suited for expelling externally-contracted pathogenic Cold during hot summer weather. Eupatorii Pei Lan dispel Summerheat and transform Dampness and are often used together. Eupatorii Pei Lan which is most effective for excessive salivation and an unpleasant, sticky sensation in the mouth while Huo Xiang is more effective at releasing the exterior and stopping vomiting. Wind-Cold invasion with underlying internal Dampness.

Agastache was traditionally used, but for the past century Pogostemonis has been cultivated and used instead.Huo Xiang is better at transforming Dampness, Zi Su Ye is better at releasing the exterior, and Lu Gen is better at clearing Stomach Heat. It treats turbid stagnation, obstruction, tightness in the chest or abdomen, feelings of nausea, vomiting and morning sickness.This herb is used for decayed food in the Stomach causing bad breath.It is used primarily for Summer-Heat affecting the Spleen/Stomach.Treats Turbid Dampness obstructing the Middle Jiao and interfering with the Spleen’s transformative and transportive functions.Soaked in vinegar for one week and applied topically for fungal infection. Summerheat and Dampness Stagnation in the Middle Jiao. Releases the Exterior to treat Externally contracted pathogens such as Externally- contracted Cold during Hot, Damp summer weather, with fever, lethargy, a stifling sensation in the chest and nausea. Transforms Dampness, regulates Qi, harmonizes the Stomach, stops nausea and vomiting and treats turbid Dampness Obstructing the Spleen with lethargy, a stifling sensation in the chest, nausea, loss of appetite, diarrhea or loose stools and a thick tongue coat. Vomiting and diarrhea due to Spleen and Stomach Deficiency.