摘要：【中文】本发明涉及一种无监督文本分类方法及系统，该方法包括步骤：针对于每个分类标签，设置种子关键词；采用预训练的词向量对种子关键词进行语义相似词扩充，得到扩充关键词；将种子关键词和扩充关键词编码为词向量；将待分类文本转换为文本向量；基于所述词向量，对所述文本向量进行分类。本发明方法及系统，对文本进行分类时，无需进行人工标注，进而可以降低人工标注的成本，以及加快文本分类的效率。 【EN】The invention relates to an unsupervised text classification method and a system, wherein the method comprises the following steps: setting seed keywords for each classification label; performing semantic similar word expansion on the seed keywords by adopting the pre-trained word vectors to obtain expanded keywords; encoding the seed keywords and the expanded keywords into word vectors; converting the text to be classified into a text vector; classifying the text vector based on the word vector. According to the method and the system, when the text is classified, manual marking is not needed, so that the cost of manual marking can be reduced, and the efficiency of text classification is accelerated.

摘要：【中文】公开了一种空调。公开的空调包括：排出板，布置在形成有第一排出口的壳体的一部分，并且具有用于使从所述第一排出口排出的空气相比于从所述第二排出口排出的空气更慢地排出的多个排出孔；以及流路控制单元，布置为能够以如下模式驱动：第一模式，使从吸入口流入的空气在通过热交换器之前将空气中的一部分引导至第二排出口；第二模式，使从吸入口流入的空气在通过热交换器之后，将空气中的一部分引导至第二排出口；以及第三模式，封闭第二排出口。 【EN】An air conditioner is disclosed. The disclosed air conditioner includes: a discharge plate disposed at a portion of the case where the first discharge port is formed, and having a plurality of discharge holes for discharging air discharged from the first discharge port more slowly than air discharged from the second discharge port; and a flow path control unit arranged to be drivable in: a first mode in which the air flowing in from the suction port is guided to the second discharge port before passing through the heat exchanger; a second mode in which the air flowing in from the suction port is guided to the second discharge port after passing through the heat exchanger; and a third mode of closing the second discharge port.

摘要：【中文】本发明涉及一种文本分类方法及系统、电子设备、计算机可读存储介质，该文本分类方法是增加BERT预训练模型的输入层并参与训练，并基于训练后得到的分类模型对待分类文本进行分类识别；增加的输入层为辅助分类识别的特征表示层。本发明通过增加BERT预训练模型的输入层的方式，增加了模型文本分类识别时的参考特征量，因此可以提高文本分类的准确性。另外，本发明没有对BERT预训练模型的结构进行改变，因此无需请求提供BERT预训练模型的谷歌公司等对BERT模型进行改进，即本发明方法并不受基础模型提供公司的限制，也不存在任何不便利性的问题。 【EN】The invention relates to a text classification method and a system, electronic equipment and a computer readable storage medium, wherein the text classification method is characterized in that an input layer of a BERT pre-training model is added and participates in training, and classification and identification are carried out on a text to be classified based on a classification model obtained after training; the added input layer is a feature representation layer for assisting classification identification. The invention increases the reference characteristic quantity when the model text is classified and identified by increasing the input layer of the BERT pre-training model, thereby improving the accuracy of text classification. In addition, the structure of the BERT pre-training model is not changed, so that the BERT model does not need to be improved by Google company and the like which request to provide the BERT pre-training model, namely the method is not limited by a basic model providing company, and does not have any problem of inconvenience.

摘要：【中文】本发明涉及序列标注方法及系统、事件要素抽取方法及系统，其中，序列标注方法，增加BERT预训练模型的输入层并参与训练，并基于训练后得到的分类模型对待标注文本进行序列标注；增加的输入层为辅助分类识别的特征词表示层。本发明通过增加BERT预训练模型的输入层的方式，增加了模型序列标注识别时的参考特征量，因此可以提高序列标注的准确性。另外，本发明没有对BERT预训练模型的结构进行改变，因此无需请求提供BERT预训练模型的谷歌公司等对BERT模型进行改进，即本发明方法并不受基础模型提供公司的限制，也不存在任何不便利性的问题。 【EN】The invention relates to a sequence labeling method and a system, and an event element extraction method and a system, wherein the sequence labeling method is characterized in that an input layer of a BERT pre-training model is added and participates in training, and sequence labeling is carried out on a text to be labeled based on a classification model obtained after training; the added input layer is a characteristic word representation layer for assisting classification recognition. The invention increases the reference characteristic quantity when the model sequence label is identified by increasing the input layer of the BERT pre-training model, thereby improving the accuracy of the sequence label. In addition, the structure of the BERT pre-training model is not changed, so that the BERT model does not need to be improved by Google company and the like which request to provide the BERT pre-training model, namely the method is not limited by a basic model providing company, and does not have any problem of inconvenience.

摘要：【中文】本发明涉及一种事件抽取方法及系统、计算机可读存储介质及电子设备，该方法包括以下步骤：步骤1，对准备的语料进行人工标注，包括对事件的各要素进行标注，以及对触发事件的事件表征短语进行标注；步骤2，将标注后的语料进行序列标注，且所述标注后的语料中的事件表征短语用事件类型标注；步骤3，将步骤2处理后的数据输入模型中进行训练，得到事件抽取模型；步骤4，将待抽取文本输入所述事件抽取模型中，输出得到识别结果。本发明提出的是一种新的事件抽取方法，将原本两个模型完成的工作，减少为只需要一个模型即可完成，极大的节省了资源和时间。 【EN】The invention relates to an event extraction method and system, a computer readable storage medium and an electronic device, wherein the method comprises the following steps: step 1, manually marking prepared linguistic data, including marking each element of an event and marking an event representation phrase of a trigger event; step 2, carrying out sequence labeling on the labeled linguistic data, wherein event representation phrases in the labeled linguistic data are labeled by event types; step 3, inputting the data processed in the step 2 into a model for training to obtain an event extraction model; and 4, inputting the text to be extracted into the event extraction model, and outputting to obtain an identification result. The invention provides a novel event extraction method, which reduces the work which is finished by two models originally to the work which can be finished by only one model, and greatly saves resources and time.

摘要：【中文】本发明提供一种电容器组件，所述电容器组件包括：主体，包括在第一方向上交替设置的第一内电极和第二内电极；第一连接电极和第二连接电极，在主体中沿第一方向延伸、分别连接到第一内电极和第二内电极并且在第二方向上彼此相对；以及第一外电极和第二外电极，设置在主体的一个表面上、分别连接到第一连接电极和第二连接电极并且均包括延伸图案和连接图案，延伸图案设置在所述一个表面的在第二方向上的一个端部处并且沿第三方向延伸，连接图案从延伸图案的与延伸图案的在第三方向上的两端间隔开的区域沿第二方向延伸并且连接到位于与延伸图案的在第三方向上的相对端间隔开的区域中的第一连接电极和第二连接电极中的一个。 【EN】The present invention provides a capacitor assembly, comprising: a body including first and second internal electrodes alternately arranged in a first direction; first and second connection electrodes extending in a first direction in the body, connected to the first and second internal electrodes, respectively, and opposite to each other in a second direction; and first and second external electrodes disposed on one surface of the body, connected to the first and second connection electrodes, respectively, and each including an extension pattern disposed at one end of the one surface in the second direction and extending in the third direction, and a connection pattern extending in the second direction from an area of the extension pattern spaced apart from both ends of the extension pattern in the third direction and connected to one of the first and second connection electrodes located in an area spaced apart from opposite ends of the extension pattern in the third direction.

摘要：【中文】本发明涉及企业自然人实体综合判断对齐方法及系统；本发明方法及系统引入机器学习方法，综合多个企业投资数据特征，对不同企业的重要同名自然人是否是同一自然人做出准确的判断。选取企业投资路径的远近来作为判断相同姓名自然人是否是同一人的主要判断依据之一，充分使用企业投资数据的本来特性，同时借助企业名称、企业地址以及同名自然人数量等综合特征来构建模型。集成多个特征相互配合共同得出计算结果，判断结果准确率非常高；为企业自然人实体对齐提供十分重要且有效的方法。 【EN】The invention relates to a method and a system for comprehensively judging and aligning natural human entities of enterprises; the method and the system of the invention introduce a machine learning method, integrate the investment data characteristics of a plurality of enterprises and accurately judge whether important homonymous natural persons of different enterprises are the same natural person. The distance of the enterprise investment path is selected as one of main judgment bases for judging whether the natural persons with the same name are the same person or not, the original characteristics of enterprise investment data are fully used, and the model is constructed by means of comprehensive characteristics such as enterprise names, enterprise addresses and the number of the natural persons with the same name. A plurality of features are integrated and matched with each other to jointly obtain a calculation result, and the accuracy rate of the judgment result is very high; provides an important and effective method for aligning natural human entities of enterprises.

摘要：【中文】一种空调包括：外壳，具有第一入口和第二入口；第一排放口，被构造为排放通过其进入的空气；第二排放口，被构造为排放通过进入的空气，通过所述第二排放口排放的空气与通过所述第一排放口排放的空气混合；并且具有多个排放孔以使从所述第一排放口排放的空气比从所述第二排放口排放的空气排放得慢；热交换器，被构造为对通过所述第一入口进入的空气进行热交换；第一风扇，被布置为通过所述第一入口将空气吸入所述外壳中，并且通过所述第一排放口从所述外壳排放空气；以及第二风扇，被布置为通过所述第二入口将空气吸入所述外壳中，并且通过所述第二排放口从所述外壳排放空气。 【EN】An air conditioner includes: a housing having a first inlet and a second inlet; a first discharge port configured to discharge air introduced therethrough; a second discharge port configured to discharge air introduced therethrough, the air discharged through the second discharge port being mixed with the air discharged through the first discharge port; and has a plurality of discharge holes to discharge air discharged from the first discharge port slower than air discharged from the second discharge port; a heat exchanger configured to exchange heat with air entering through the first inlet; a first fan arranged to draw air into the housing through the first inlet and discharge air from the housing through the first discharge port; and a second fan arranged to draw air into the housing through the second inlet and discharge air from the housing through the second discharge port.

摘要：【中文】提供一种空调，所述空调包括：壳体；吸入口，设置在所述壳体中；第一排放口，设置在所述壳体中，以排放通过所述吸入口吸入的空气中的一部分空气；第二排放口，设置在所述壳体中，以排放通过所述吸入口吸入的空气中的另一部分空气；换热器，被构造为对通过所述吸入口吸入的所述一部分空气执行热交换；第一鼓风风扇，被构造为吸入通过所述吸入口吸入的所述一部分空气，以将所述吸入的空气排放到所述第一排放口；以及中间构件，被构造为将通过所述吸入口吸入的所述一部分空气引导到所述换热器，并且被构造为使通过所述吸入口吸入的所述另一部分空气与通过所述吸入口吸入的空气中的所述一部分空气分开。 【EN】Provided is an air conditioner including: a housing; a suction port provided in the housing; a first discharge port provided in the housing to discharge a portion of air among the air sucked through the suction port; a second discharge port provided in the housing to discharge another part of the air sucked through the suction port; a heat exchanger configured to perform heat exchange on the portion of air drawn through the suction port; a first air blowing fan configured to suck the portion of the air sucked through the suction port to discharge the sucked air to the first discharge port; and an intermediate member configured to guide the portion of the air sucked through the suction port to the heat exchanger, and configured to separate the other portion of the air sucked through the suction port from the portion of the air sucked through the suction port.

摘要：【中文】本发明公开了一种问答方法及问答装置、电子设备、存储介质，其中方法包括：获取用户输入的自然查询语句，并将所述自然查询语句转换为语义符号串；根据所述自然查询语句与所述语义符号串，生成所述自然查询语句对应的语义路径；根据语义路径，生成存储知识图谱的数据库所能识别的机器查询语句；根据机器查询语句，在存储知识图谱的数据库中查询机器查询语句对应的问答结果，并反馈问答结果。本发明无需针对于不同知识图谱分别构建问答模板，相较于现有的问答系统具有更好的通用性，而且效率高、准确性高。 【EN】The invention discloses a question-answering method, a question-answering device, electronic equipment and a storage medium, wherein the method comprises the following steps: acquiring a natural query statement input by a user, and converting the natural query statement into a semantic symbol string; generating a semantic path corresponding to the natural query statement according to the natural query statement and the semantic symbol string; generating machine query sentences which can be identified by a database for storing the knowledge graph according to the semantic path; and inquiring the question and answer result corresponding to the machine query statement in a database for storing the knowledge graph according to the machine query statement, and feeding back the question and answer result. The invention does not need to respectively construct question-answering templates aiming at different knowledge maps, has better universality compared with the existing question-answering system, and has high efficiency and high accuracy.