The discourse marker ni hai bie shuo(你还别说)often appears at the beginning of a sentence,connecting to a rich variety of clause types.Its co-occurring words are mostly those expressing subjective evaluation.The subs...The discourse marker ni hai bie shuo(你还别说)often appears at the beginning of a sentence,connecting to a rich variety of clause types.Its co-occurring words are mostly those expressing subjective evaluation.The subsequent discourse it connects to mainly consists of three clause types:explanatory,resultative,and adversative.The basic semantic structure of the segment in which it appears is:(S1)+ni hai bie shuo+S2.It serves seven textual functions,such as the agreement function,negation function,reminding function,and topic-shifting function.展开更多
The literary review presented in the following paper aims to analyze the tracking tools used in different countries during the period of the COVID-19 pandemic. Tracking apps that have been adopted in many countries to...The literary review presented in the following paper aims to analyze the tracking tools used in different countries during the period of the COVID-19 pandemic. Tracking apps that have been adopted in many countries to collect data in a homogeneous and immediate way have made up for the difficulty of collecting data and standardizing evaluation criteria. However, the regulation on the protection of personal data in the health sector and the adoption of the new General Data Protection Regulation in European countries has placed a strong limitation on their use. This has not been the case in non-European countries, where monitoring methodologies have become widespread. The textual analysis presented is based on co-occurrence and multiple correspondence analysis to show the contact tracing methods adopted in different countries in the pandemic period by relating them to the issue of privacy. It also analyzed the possibility of applying Blockchain technology in applications for tracking contagions from COVID-19 and managing health data to provide a high level of security and transparency, including through anonymization, thus increasing user trust in using the apps.展开更多
The image of Mulan is well known to the public as an important symbol in the dissemination of Chinese excellent traditional culture.This paper aims to summarise the mother-title from traditional canonical texts,to exp...The image of Mulan is well known to the public as an important symbol in the dissemination of Chinese excellent traditional culture.This paper aims to summarise the mother-title from traditional canonical texts,to explore the content and value of sustainable IP development,and to study a large number of derivatives with the image of Mulan as the mother-title,based on the wide circulation of the prototype of the mother-title“The Poem of Mulan”(木兰辞)and the positive values conveyed by the content.Through the processing and imagination of scholars and writers on the mother text in the past generations,the image of Mulan has gradually formed a relatively stable cultural communication theme in the process of dissemination in China’s historical period,and many adaptations with international influence based on the mother title of Mulan have emerged in the foreign dissemination,so through the combing and summarisation of the textual works of various periods both at home and abroad,we will dig out the textual transmission of the mother title of Mulan,which is representative of the mother title of China’s excellent traditional culture,and the development of the Chinese spiritual core.The Development of the Chinese Spiritual Kernel.This paper adopts research methods such as documentary evidence method and discourse analysis to show the textual flow of Mulan’s parent theme in a more diversified form.展开更多
Drawing on emotional contagion theory and language-mediated association theory,this study develops a research model to examine how textual and facial emotions affect charitable crowdfunding performance.We use computer...Drawing on emotional contagion theory and language-mediated association theory,this study develops a research model to examine how textual and facial emotions affect charitable crowdfunding performance.We use computer-aided techniques to extract and measure specific textual and facial emotions in pitches.The proposed model is tested via regression analysis with a sample of 1372 campaigns collected from the largest charitable crowdfunding platform in China—Tencent Gongyi.Moreover,we conducted a fuzzy-set qualitative comparative analysis to examine the complementarity of textual and facial emotions,which supplements the regression analysis results.Our findings show that both textual and facial emotions can impact funding outcomes.However,the effects of specific emotions vary:some(e.g.,textual sadness and facial anger)are positive,some(e.g.,textual anger and facial fear)are negative,and others(e.g.,textual fear,textual disgust,and facial sadness)are insignificant.Moreover,facial emotions complement textual emotions in their effects on funding outcomes.This research outlines a framework to offer a more detailed and comprehensive understanding of emotions in charitable crowdfunding.It also contributes to existing research by revealing the vital but complex role of emotions in the persuasive process of prosocial behaviors and by uncovering the different cognitive mechanisms underlying the impacts of textual and facial emotions.展开更多
The assessment of translation quality in political texts is primarily based on achieving effective communication.Throughout the translation process,it is essential to not only accurately convey the original content bu...The assessment of translation quality in political texts is primarily based on achieving effective communication.Throughout the translation process,it is essential to not only accurately convey the original content but also effectively transform the structural mechanisms of the source language.In the translation reconstruction of political texts,various textual cohesion methods are often employed,with conjunctions serving as a primary means for semantic coherence within text units.展开更多
The English business letter (EBL) is an important written text used for international business communication and it has its own features of text. This paper explores the textual function of EBL in terms of thematic st...The English business letter (EBL) is an important written text used for international business communication and it has its own features of text. This paper explores the textual function of EBL in terms of thematic structure and thematic progression and finds that EBL has its unique textual features.展开更多
This thesisanalyzes the expletives in the film Godfather with the theoretical frame of Halliday's(1985) System-Functional Linguistics Theory,especially from the perspective of the textual function of expletives,na...This thesisanalyzes the expletives in the film Godfather with the theoretical frame of Halliday's(1985) System-Functional Linguistics Theory,especially from the perspective of the textual function of expletives,namely,we will elaborate the textual function with the film Godfather as the example. The expletives may be very appropriate and necessary in certain situation since they have a cohesive function.展开更多
The theory of Grammatical Metaphor was first put forward by Halliday-the founder of systematic-functional school, whose research, however, only limited to ideational metaphor and interpersonal metaphor. Halliday took ...The theory of Grammatical Metaphor was first put forward by Halliday-the founder of systematic-functional school, whose research, however, only limited to ideational metaphor and interpersonal metaphor. Halliday took textual metaphor with a pinch of salt. This paper will focus on four representative forms of textual metaphor, that is, metaphorical thematic structure, metaphorical information structure, metaphorical cohesion and nominalization, based on Hotel English, to elaborate its factuality and theoreticality and excavate its functions in Hotel communication.展开更多
Based on the poem Xiatian Hai Hen Yuan夏天还很远, one of the most characteristic works of the Chinese poet Bai Hua, along with its four English translations, this paper conducts comparative textual studies with regard...Based on the poem Xiatian Hai Hen Yuan夏天还很远, one of the most characteristic works of the Chinese poet Bai Hua, along with its four English translations, this paper conducts comparative textual studies with regard to three aspects, including the translation of hidden personae, the selection of the tense and aspectas well as the rendition of poetic rhythms. The author holds the view that, on the one hand, different textual interpretations have gone a long way toward the dissemination of the original poem in the English-speaking world;on the other hand, the translator's proper understanding and rendition is of great significance with a view to a better presentation of the unique beauty of Chinese poetry both in the content and the form.展开更多
Literature has increasingly been seen as a text in a context. And text is a particular embodiment of the abstract idea that a work tries to exhibit. The textual condition of a publication involves not only the author ...Literature has increasingly been seen as a text in a context. And text is a particular embodiment of the abstract idea that a work tries to exhibit. The textual condition of a publication involves not only the author but also the editor, publisher and readers. Text varies because of its ever-changing textual condition. Since its first publication in 1813, Jane Austen's novel Sense and Sensibility had been reproduced several times in the 19th century. The analysis of the novel's text and textuality in a way shows its relevant social, political, economic, religious and ideological conditions.展开更多
Different literary criticism theories have paved the way to analyse and evaluate the literature works from various per?spectives. In the last century, especially during the 1940s to the 1960s, the New Criticism almost...Different literary criticism theories have paved the way to analyse and evaluate the literature works from various per?spectives. In the last century, especially during the 1940s to the 1960s, the New Criticism almost dominated the literature analysis field. However, in the 1970s and early 1980s, a kind of literary criticism theory which maintained that the personal biases could largely affect the interpretation of the literature work and all history could be subjective seized the literature critic's eyeballs. And the appearance of New Historicism marked a vital transition of literature criticism theories. By analyzing the historicity of texts and the textuality of history, New Historicism does not set a clear distinction between history and literature.New Historicism mainly connects the texts and history and puts an end to the texts isolation. By figuring out the origin of New Historicism, trying to analyse the historicity and textuality thoroughly in this literature criticism theory, and exploring the disputes over this theory, the origins, concepts,historicity and textualityof New Historicism will be clarified.展开更多
This paper presents two different algorithms that derive the cohesion structure in the form of lexical chains from two kinds of language resources HowNet and TongYiCiCiLin. The re-search that connects the cohesion str...This paper presents two different algorithms that derive the cohesion structure in the form of lexical chains from two kinds of language resources HowNet and TongYiCiCiLin. The re-search that connects the cohesion structure of a text to the derivation of its summary is displayed. A novel model of automatic text summarization is devised,based on the data provided by lexical chains from original texts. Moreover,the construction rules of lexical chains are modified accord-ing to characteristics of the knowledge database in order to be more suitable for Chinese summa-rization. Evaluation results show that high quality indicative summaries are produced from Chi-nese texts.展开更多
This study investigates the relationship between the tone of financial disclosures and managers’earnings management behavior using Form 20-F filings of Chinese firms listed in the U.S.during 2002–2014.The results sh...This study investigates the relationship between the tone of financial disclosures and managers’earnings management behavior using Form 20-F filings of Chinese firms listed in the U.S.during 2002–2014.The results show that the proportion of positive,uncertain,or modal words used in financial disclosures is positively related to corporate earnings management,implying that managers attempt to conceal earnings management behavior by manipulating the tone of their financial reports.In addition,robustness tests are conducted using an alternative proxy for earnings management that considers the effects of the financial crisis and separately examines the information and non-information technology industries.The results suggest that the tone used in financial disclosures has informative value,and textual analysis can be an effective tool for identifying earnings management.展开更多
Textual informativity is one of the seven standards of textuality. This paper focuses on the shift among three orders of textual informativity. And also probe into some strategies to compensate for the different level...Textual informativity is one of the seven standards of textuality. This paper focuses on the shift among three orders of textual informativity. And also probe into some strategies to compensate for the different level of informativity.展开更多
Grammar instruction takes an important role in language teaching in EFL context, and contextualized analysis of authentic texts can help learners better understand Larsen-Freeman's (2003) three dimensions—form, m...Grammar instruction takes an important role in language teaching in EFL context, and contextualized analysis of authentic texts can help learners better understand Larsen-Freeman's (2003) three dimensions—form, meaning and use of related grammatical features. This article will analyze Abraham Lincoln's Gettysburg Address (hereafter GA for short) in terms of tense/aspect, modality and cohesion, and briefly discuss how it could be used in teaching.展开更多
This essay aims to find out how information is organized in a given text based on analysis of clause complexes and theme and rheme structure in terms of experiential,interpersonal and textual themes.
The textual function(textual meta-function) is one of the three meta-functions of Systemic Functional Grammar, whichrefers to the fact that people use language to express how to organize information, making the inform...The textual function(textual meta-function) is one of the three meta-functions of Systemic Functional Grammar, whichrefers to the fact that people use language to express how to organize information, making the information as a whole based on se-mantic coherence. This text departs from the textual function, which includes thematic structure, information structure and cohe-sion, through the analysis of Du Fu's"Mooring a Night"and its translation, the author aims to illustrate the analysis of the textualfunction in the process of the translation from the perspective of thematic structure and cohesion.展开更多
On the basis of the textual research on the historical earthquake data and the field investigation of Wudu earthquake occurred in 186 B.C., we suggest that the earthquake parameters drawn from the present earthquake c...On the basis of the textual research on the historical earthquake data and the field investigation of Wudu earthquake occurred in 186 B.C., we suggest that the earthquake parameters drawn from the present earthquake catalogs are not definite and amendments should be made. The heavily-damaged area of this earthquake should be located between Jugan township of Wudu County and Pingding township of Zhouqu County. Its epicenter should be in the vicinity of Lianghekou in Wudu County with a magnitude of about 7-7 1/4 and an intensity of about IX-X. The major axis direction of the heavily-damaged area should be in the WNW direction that is approximately consistent with the strike of the middle-east segment of Diebu-Bailongjiang active fault zone, and the origin time should match up to that of the latest paleoearthquake event [before (83±46) B.C.] obtained by the trench investigation. Certain seismic rupture evidences are still preserved on this fault segment. Therefore, we propose on the basis of comprehensive analysis that the causative structure of the M 7-7 1/4 Wudu earthquake in 186 B.C. should be in the middle-east segment of Diebu-Bailongjiang active fault zone.展开更多
The Internet revolution has resulted in abundant data from various sources,including social media,traditional media,etcetera.Although the availability of data is no longer an issue,data labelling for exploiting it in ...The Internet revolution has resulted in abundant data from various sources,including social media,traditional media,etcetera.Although the availability of data is no longer an issue,data labelling for exploiting it in supervised machine learning is still an expensive process and involves tedious human efforts.The overall purpose of this study is to propose a strategy to automatically label the unlabeled textual data with the support of active learning in combination with deep learning.More specifically,this study assesses the performance of different active learning strategies in automatic labelling of the textual dataset at sentence and document levels.To achieve this objective,different experiments have been performed on the publicly available dataset.In first set of experiments,we randomly choose a subset of instances from training dataset and train a deep neural network to assess performance on test set.In the second set of experiments,we replace the random selection with different active learning strategies to choose a subset of the training dataset to train the same model and reassess its performance on test set.The experimental results suggest that different active learning strategies yield performance improvement of 7% on document level datasets and 3%on sentence level datasets for auto labelling.展开更多
A textual research on materia medica of origin of orthonym and synonym of Cuscutae Semen and synonym of Nu Luo was conducted in this study,and the trade name,regional synonym and nickname of Cuscutae Semen were review...A textual research on materia medica of origin of orthonym and synonym of Cuscutae Semen and synonym of Nu Luo was conducted in this study,and the trade name,regional synonym and nickname of Cuscutae Semen were reviewed.The records of orthonym and synonym of Cuscutae Semen in the past dynasties,and the first published literature and writing date of orthodox and synonym were summarized.The textual research showed that Nu Luo and Cuscutae Semen were not the same plant,which had positive significance for the identification of the origin and modern application of Cuscutae Semen.展开更多
文摘The discourse marker ni hai bie shuo(你还别说)often appears at the beginning of a sentence,connecting to a rich variety of clause types.Its co-occurring words are mostly those expressing subjective evaluation.The subsequent discourse it connects to mainly consists of three clause types:explanatory,resultative,and adversative.The basic semantic structure of the segment in which it appears is:(S1)+ni hai bie shuo+S2.It serves seven textual functions,such as the agreement function,negation function,reminding function,and topic-shifting function.
文摘The literary review presented in the following paper aims to analyze the tracking tools used in different countries during the period of the COVID-19 pandemic. Tracking apps that have been adopted in many countries to collect data in a homogeneous and immediate way have made up for the difficulty of collecting data and standardizing evaluation criteria. However, the regulation on the protection of personal data in the health sector and the adoption of the new General Data Protection Regulation in European countries has placed a strong limitation on their use. This has not been the case in non-European countries, where monitoring methodologies have become widespread. The textual analysis presented is based on co-occurrence and multiple correspondence analysis to show the contact tracing methods adopted in different countries in the pandemic period by relating them to the issue of privacy. It also analyzed the possibility of applying Blockchain technology in applications for tracking contagions from COVID-19 and managing health data to provide a high level of security and transparency, including through anonymization, thus increasing user trust in using the apps.
文摘The image of Mulan is well known to the public as an important symbol in the dissemination of Chinese excellent traditional culture.This paper aims to summarise the mother-title from traditional canonical texts,to explore the content and value of sustainable IP development,and to study a large number of derivatives with the image of Mulan as the mother-title,based on the wide circulation of the prototype of the mother-title“The Poem of Mulan”(木兰辞)and the positive values conveyed by the content.Through the processing and imagination of scholars and writers on the mother text in the past generations,the image of Mulan has gradually formed a relatively stable cultural communication theme in the process of dissemination in China’s historical period,and many adaptations with international influence based on the mother title of Mulan have emerged in the foreign dissemination,so through the combing and summarisation of the textual works of various periods both at home and abroad,we will dig out the textual transmission of the mother title of Mulan,which is representative of the mother title of China’s excellent traditional culture,and the development of the Chinese spiritual core.The Development of the Chinese Spiritual Kernel.This paper adopts research methods such as documentary evidence method and discourse analysis to show the textual flow of Mulan’s parent theme in a more diversified form.
基金supported by the National Social Science Fund of China(Grant No.21AGL008).
文摘Drawing on emotional contagion theory and language-mediated association theory,this study develops a research model to examine how textual and facial emotions affect charitable crowdfunding performance.We use computer-aided techniques to extract and measure specific textual and facial emotions in pitches.The proposed model is tested via regression analysis with a sample of 1372 campaigns collected from the largest charitable crowdfunding platform in China—Tencent Gongyi.Moreover,we conducted a fuzzy-set qualitative comparative analysis to examine the complementarity of textual and facial emotions,which supplements the regression analysis results.Our findings show that both textual and facial emotions can impact funding outcomes.However,the effects of specific emotions vary:some(e.g.,textual sadness and facial anger)are positive,some(e.g.,textual anger and facial fear)are negative,and others(e.g.,textual fear,textual disgust,and facial sadness)are insignificant.Moreover,facial emotions complement textual emotions in their effects on funding outcomes.This research outlines a framework to offer a more detailed and comprehensive understanding of emotions in charitable crowdfunding.It also contributes to existing research by revealing the vital but complex role of emotions in the persuasive process of prosocial behaviors and by uncovering the different cognitive mechanisms underlying the impacts of textual and facial emotions.
基金This article is a phased achievement of the 2020 research project“Research on Chinese-Russian Translation of Political Terminology Based on Corpora”(YB2020005)by CNTERM.
文摘The assessment of translation quality in political texts is primarily based on achieving effective communication.Throughout the translation process,it is essential to not only accurately convey the original content but also effectively transform the structural mechanisms of the source language.In the translation reconstruction of political texts,various textual cohesion methods are often employed,with conjunctions serving as a primary means for semantic coherence within text units.
文摘The English business letter (EBL) is an important written text used for international business communication and it has its own features of text. This paper explores the textual function of EBL in terms of thematic structure and thematic progression and finds that EBL has its unique textual features.
文摘This thesisanalyzes the expletives in the film Godfather with the theoretical frame of Halliday's(1985) System-Functional Linguistics Theory,especially from the perspective of the textual function of expletives,namely,we will elaborate the textual function with the film Godfather as the example. The expletives may be very appropriate and necessary in certain situation since they have a cohesive function.
文摘The theory of Grammatical Metaphor was first put forward by Halliday-the founder of systematic-functional school, whose research, however, only limited to ideational metaphor and interpersonal metaphor. Halliday took textual metaphor with a pinch of salt. This paper will focus on four representative forms of textual metaphor, that is, metaphorical thematic structure, metaphorical information structure, metaphorical cohesion and nominalization, based on Hotel English, to elaborate its factuality and theoreticality and excavate its functions in Hotel communication.
文摘Based on the poem Xiatian Hai Hen Yuan夏天还很远, one of the most characteristic works of the Chinese poet Bai Hua, along with its four English translations, this paper conducts comparative textual studies with regard to three aspects, including the translation of hidden personae, the selection of the tense and aspectas well as the rendition of poetic rhythms. The author holds the view that, on the one hand, different textual interpretations have gone a long way toward the dissemination of the original poem in the English-speaking world;on the other hand, the translator's proper understanding and rendition is of great significance with a view to a better presentation of the unique beauty of Chinese poetry both in the content and the form.
文摘Literature has increasingly been seen as a text in a context. And text is a particular embodiment of the abstract idea that a work tries to exhibit. The textual condition of a publication involves not only the author but also the editor, publisher and readers. Text varies because of its ever-changing textual condition. Since its first publication in 1813, Jane Austen's novel Sense and Sensibility had been reproduced several times in the 19th century. The analysis of the novel's text and textuality in a way shows its relevant social, political, economic, religious and ideological conditions.
文摘Different literary criticism theories have paved the way to analyse and evaluate the literature works from various per?spectives. In the last century, especially during the 1940s to the 1960s, the New Criticism almost dominated the literature analysis field. However, in the 1970s and early 1980s, a kind of literary criticism theory which maintained that the personal biases could largely affect the interpretation of the literature work and all history could be subjective seized the literature critic's eyeballs. And the appearance of New Historicism marked a vital transition of literature criticism theories. By analyzing the historicity of texts and the textuality of history, New Historicism does not set a clear distinction between history and literature.New Historicism mainly connects the texts and history and puts an end to the texts isolation. By figuring out the origin of New Historicism, trying to analyse the historicity and textuality thoroughly in this literature criticism theory, and exploring the disputes over this theory, the origins, concepts,historicity and textualityof New Historicism will be clarified.
基金the Key Project of National Natural Sci-ence Foundation of China (No.60435020)the High Technology Research and Development Programme of China (No.2002AA117010-09).
文摘This paper presents two different algorithms that derive the cohesion structure in the form of lexical chains from two kinds of language resources HowNet and TongYiCiCiLin. The re-search that connects the cohesion structure of a text to the derivation of its summary is displayed. A novel model of automatic text summarization is devised,based on the data provided by lexical chains from original texts. Moreover,the construction rules of lexical chains are modified accord-ing to characteristics of the knowledge database in order to be more suitable for Chinese summa-rization. Evaluation results show that high quality indicative summaries are produced from Chi-nese texts.
基金supported by the National Social Science Foundation of China(Grant No.17BJY019).
文摘This study investigates the relationship between the tone of financial disclosures and managers’earnings management behavior using Form 20-F filings of Chinese firms listed in the U.S.during 2002–2014.The results show that the proportion of positive,uncertain,or modal words used in financial disclosures is positively related to corporate earnings management,implying that managers attempt to conceal earnings management behavior by manipulating the tone of their financial reports.In addition,robustness tests are conducted using an alternative proxy for earnings management that considers the effects of the financial crisis and separately examines the information and non-information technology industries.The results suggest that the tone used in financial disclosures has informative value,and textual analysis can be an effective tool for identifying earnings management.
文摘Textual informativity is one of the seven standards of textuality. This paper focuses on the shift among three orders of textual informativity. And also probe into some strategies to compensate for the different level of informativity.
文摘Grammar instruction takes an important role in language teaching in EFL context, and contextualized analysis of authentic texts can help learners better understand Larsen-Freeman's (2003) three dimensions—form, meaning and use of related grammatical features. This article will analyze Abraham Lincoln's Gettysburg Address (hereafter GA for short) in terms of tense/aspect, modality and cohesion, and briefly discuss how it could be used in teaching.
文摘This essay aims to find out how information is organized in a given text based on analysis of clause complexes and theme and rheme structure in terms of experiential,interpersonal and textual themes.
文摘The textual function(textual meta-function) is one of the three meta-functions of Systemic Functional Grammar, whichrefers to the fact that people use language to express how to organize information, making the information as a whole based on se-mantic coherence. This text departs from the textual function, which includes thematic structure, information structure and cohe-sion, through the analysis of Du Fu's"Mooring a Night"and its translation, the author aims to illustrate the analysis of the textualfunction in the process of the translation from the perspective of thematic structure and cohesion.
基金National Natural Science Foundation of China (40372086)"Short-term and Imminent Tracing Research of Moder-ate-strong Earthquakes in the SN Seismic Belt" by China Earthquake Administration and Scientific Key Foundation Item of Gansu Province (2GS054-A44-015).
文摘On the basis of the textual research on the historical earthquake data and the field investigation of Wudu earthquake occurred in 186 B.C., we suggest that the earthquake parameters drawn from the present earthquake catalogs are not definite and amendments should be made. The heavily-damaged area of this earthquake should be located between Jugan township of Wudu County and Pingding township of Zhouqu County. Its epicenter should be in the vicinity of Lianghekou in Wudu County with a magnitude of about 7-7 1/4 and an intensity of about IX-X. The major axis direction of the heavily-damaged area should be in the WNW direction that is approximately consistent with the strike of the middle-east segment of Diebu-Bailongjiang active fault zone, and the origin time should match up to that of the latest paleoearthquake event [before (83±46) B.C.] obtained by the trench investigation. Certain seismic rupture evidences are still preserved on this fault segment. Therefore, we propose on the basis of comprehensive analysis that the causative structure of the M 7-7 1/4 Wudu earthquake in 186 B.C. should be in the middle-east segment of Diebu-Bailongjiang active fault zone.
基金the Deanship of Scientific Research at Shaqra University for supporting this work.
文摘The Internet revolution has resulted in abundant data from various sources,including social media,traditional media,etcetera.Although the availability of data is no longer an issue,data labelling for exploiting it in supervised machine learning is still an expensive process and involves tedious human efforts.The overall purpose of this study is to propose a strategy to automatically label the unlabeled textual data with the support of active learning in combination with deep learning.More specifically,this study assesses the performance of different active learning strategies in automatic labelling of the textual dataset at sentence and document levels.To achieve this objective,different experiments have been performed on the publicly available dataset.In first set of experiments,we randomly choose a subset of instances from training dataset and train a deep neural network to assess performance on test set.In the second set of experiments,we replace the random selection with different active learning strategies to choose a subset of the training dataset to train the same model and reassess its performance on test set.The experimental results suggest that different active learning strategies yield performance improvement of 7% on document level datasets and 3%on sentence level datasets for auto labelling.
基金Supported by Construction of Herbal Knowledge Base of Ancient Books of Asiatic plantain,Astragalus membranaceus and the Bulb of Fritillary Based on Neo4j(S202010162013).
文摘A textual research on materia medica of origin of orthonym and synonym of Cuscutae Semen and synonym of Nu Luo was conducted in this study,and the trade name,regional synonym and nickname of Cuscutae Semen were reviewed.The records of orthonym and synonym of Cuscutae Semen in the past dynasties,and the first published literature and writing date of orthodox and synonym were summarized.The textual research showed that Nu Luo and Cuscutae Semen were not the same plant,which had positive significance for the identification of the origin and modern application of Cuscutae Semen.