Medical English,as a specialized form of English,has attracted considerable attention due to its unique linguistic features.Grammaticalization and lexicalization represent critical mechanisms in the evolution of langu...Medical English,as a specialized form of English,has attracted considerable attention due to its unique linguistic features.Grammaticalization and lexicalization represent critical mechanisms in the evolution of language and are essential for understanding and mastering medical English.This study,drawing on the MEDLINE corpus,investigates the characteristics of grammaticalization and lexicalization in medical English from the perspective of cognitive linguistics,aiming to unveil its underlying cognitive foundations.The findings suggest that the processes of grammaticalization and lexicalization in medical English reflect cognitive mechanisms such as categorization,inferential processing,and pragmatic strategies.These insights provide novel approaches and methodologies for the teaching of medical English.展开更多
Verb category“drink”is frequently used in people’s daily life.In this essay,the author analyses the semantic component and lexicalization pattern of English and Chinese verb category“drink”,in which the author fi...Verb category“drink”is frequently used in people’s daily life.In this essay,the author analyses the semantic component and lexicalization pattern of English and Chinese verb category“drink”,in which the author finds there are semantic universals and particulars.It is found that the lexicalization pattern of this verb category in English and Chinese should be“motion+manner(cause)+X”.展开更多
As a key part of the manufacturing industry,the rubber and plastic industry is widely used in a variety of fields such as automotive manufacturing,construction materials,and electronics.With technological innovation,g...As a key part of the manufacturing industry,the rubber and plastic industry is widely used in a variety of fields such as automotive manufacturing,construction materials,and electronics.With technological innovation,global economic growth and infrastructure construction driving the demand for rubber and plastic materials,rubber and plastic materials play an important role in various fields,and accurate translation of the industry’s terminology is also crucial for international communication.The purpose of this paper is to explore in depth the lexical features of rubber and plastic industry terminology,including strong specialization,specialization of common vocabulary,and diversity of word formation.In view of these lexical features,relevant Chinese translation strategies are discussed to ensure the accuracy,specialization and comprehensibility of the translation of rubber and plastic industry terms.展开更多
Named entity recognition(NER)is an important part in knowledge extraction and one of the main tasks in constructing knowledge graphs.In today’s Chinese named entity recognition(CNER)task,the BERT-BiLSTM-CRF model is ...Named entity recognition(NER)is an important part in knowledge extraction and one of the main tasks in constructing knowledge graphs.In today’s Chinese named entity recognition(CNER)task,the BERT-BiLSTM-CRF model is widely used and often yields notable results.However,recognizing each entity with high accuracy remains challenging.Many entities do not appear as single words but as part of complex phrases,making it difficult to achieve accurate recognition using word embedding information alone because the intricate lexical structure often impacts the performance.To address this issue,we propose an improved Bidirectional Encoder Representations from Transformers(BERT)character word conditional random field(CRF)(BCWC)model.It incorporates a pre-trained word embedding model using the skip-gram with negative sampling(SGNS)method,alongside traditional BERT embeddings.By comparing datasets with different word segmentation tools,we obtain enhanced word embedding features for segmented data.These features are then processed using the multi-scale convolution and iterated dilated convolutional neural networks(IDCNNs)with varying expansion rates to capture features at multiple scales and extract diverse contextual information.Additionally,a multi-attention mechanism is employed to fuse word and character embeddings.Finally,CRFs are applied to learn sequence constraints and optimize entity label annotations.A series of experiments are conducted on three public datasets,demonstrating that the proposed method outperforms the recent advanced baselines.BCWC is capable to address the challenge of recognizing complex entities by combining character-level and word-level embedding information,thereby improving the accuracy of CNER.Such a model is potential to the applications of more precise knowledge extraction such as knowledge graph construction and information retrieval,particularly in domain-specific natural language processing tasks that require high entity recognition precision.展开更多
Because of poor vocabulary, improper use of lexis, and interference of first language, it is difficult for students in voca-tional school to learn Business English Correspondence well. Business English has close relat...Because of poor vocabulary, improper use of lexis, and interference of first language, it is difficult for students in voca-tional school to learn Business English Correspondence well. Business English has close relations with lexical chunks, whichmakes it necessary to apply lexical approach to teaching of Business English Correspondence. This paper intends to explore its the-oretical foundations and emphasize how to apply lexical approach to teaching of Business English Correspondence in vocationalschool.展开更多
[Objective] To examine the grammar model based on lexical substring exac- tion for RNA secondary structure prediction. [Method] By introducing cloud model into stochastic grammar model, a machine learning algorithm su...[Objective] To examine the grammar model based on lexical substring exac- tion for RNA secondary structure prediction. [Method] By introducing cloud model into stochastic grammar model, a machine learning algorithm suitable for the lexicalized stochastic grammar model was proposed. The word grid mode was used to extract and divide RNA sequence to acquire lexical substring, and the cloud classifier was used to search the maximum probability of each lemma which was marked as a certain sec- ondary structure type. Then, the lemma information was introduced into the training stochastic grammar process as prior information, realizing the prediction on the sec- ondary structure of RNA, and the method was tested by experiment. [Result] The experimental results showed that the prediction accuracy and searching speed of stochastic grammar cloud model were significantly improved from the prediction with simple stochastic grammar. [Conclusion] This study laid the foundation for the wide application of stochastic grammar model for RNA secondary structure prediction.展开更多
I.IntroductionThe study of the.lexical approach focuses on the understanding ofa lexical-grammatical unit,which was called lexical phrase by Nattinger and Decarrieo and was called chunks by Michel Lewis.It is a multi-...I.IntroductionThe study of the.lexical approach focuses on the understanding ofa lexical-grammatical unit,which was called lexical phrase by Nattinger and Decarrieo and was called chunks by Michel Lewis.It is a multi-word unit of varying lengths,which has a fixed orrelatively fixed structure and expresses a certain meaning.It is prefabri-cated and frequently used.As a language teacher I think chunks arevery useful in language teaching and the lexical approach is a way of improving my teaching.They make sense in the classroom as they展开更多
The essay briefly illustrates E-C and C-E Translation strategies in the light of lexical similarity and differences of Lexical Contrastive Analysis, and explores lexical translation skills under the theory of Cultural...The essay briefly illustrates E-C and C-E Translation strategies in the light of lexical similarity and differences of Lexical Contrastive Analysis, and explores lexical translation skills under the theory of Cultural Differences.展开更多
The paper discusses SL learners' lexical competence from O'Connor's Five Steps of Vocabulary Acquisition Theory, Collins & Loftus's Semantic Network Theory and Fay & Cutler's Mental Lexicon Theory. From the dis...The paper discusses SL learners' lexical competence from O'Connor's Five Steps of Vocabulary Acquisition Theory, Collins & Loftus's Semantic Network Theory and Fay & Cutler's Mental Lexicon Theory. From the discussion, the author finds that second language learners' lexical competence includes the following aspects: the ability to recall the words which are similar to the target words in spelling and pronunciation; the ability to recall the synonyms of the target words; the ability to recall the antonyms of the target words; and the ability to recall the related words which come together with the target words in a context. Meanwhile it advances some strategies to develop the corresponding competence.展开更多
Discourse analysis is gaining its prominence in teaching reading. The paper presents an example of analyzing the system of reference and lexical cohesion of a news report. It demonstrates how to involve discourse anal...Discourse analysis is gaining its prominence in teaching reading. The paper presents an example of analyzing the system of reference and lexical cohesion of a news report. It demonstrates how to involve discourse analysis into the teaching of newspaper reading in order to make students get a clear framework of reference and lexical cohesion in a functional-grammar-conscious manner.展开更多
Traditionally,language is considered to be a grammar vocabulary dichotomy system,and grammar and vocabulary seem to be independent of each other.This deep-rooted notion is particularly prevalent in Chinese English tea...Traditionally,language is considered to be a grammar vocabulary dichotomy system,and grammar and vocabulary seem to be independent of each other.This deep-rooted notion is particularly prevalent in Chinese English teaching and learning.Michael Lewis,the author of the Lexical Approach challenged the standard view of dividing language teaching into grammar and vocabulary.He believes that language is grammaticalised lexis,not lexicalized grammar,and lexis is the core of language learning while grammar is subordinate to it.This paper intends to explore its theoretical foundations and emphasize the great significance of the Lexical Approach to college English teaching in China.展开更多
This paper introduces the classification of ambiguity in English, analyzes its causes especially from the lexical semantic perspective by illustrating two types of lexical ambiguity attributable to the existence of ho...This paper introduces the classification of ambiguity in English, analyzes its causes especially from the lexical semantic perspective by illustrating two types of lexical ambiguity attributable to the existence of homonymy and polysemy. It also provides suggestions on how to eliminate lexical ambiguity.展开更多
Based on the concepts of Lexical Chunks and Multimodal Teaching,this paper focuses the input source of English vocabulary learning,integrating the advantages of Lexical Approach with Multimodal Teaching.As a new teach...Based on the concepts of Lexical Chunks and Multimodal Teaching,this paper focuses the input source of English vocabulary learning,integrating the advantages of Lexical Approach with Multimodal Teaching.As a new teaching exploration of English vocabulary,the teaching practice in classroom has shown that teachers should make full and reasonable use of various teaching means and resources to achieve multimodal teaching of lexical chunks,which is helpful to promote students to learn vocabulary quickly and effectively,and improve students'English language competence and performance.展开更多
"Bill's Little Girl " is a prose. This article analysis's its stylistic features of language in the aspects of lexical. While analysis, we can further appreciate its plain and simple language, its na..."Bill's Little Girl " is a prose. This article analysis's its stylistic features of language in the aspects of lexical. While analysis, we can further appreciate its plain and simple language, its natural and fluent manner of writing and its complete discourse, meanwhile we can deeply understand that love is great, father's love is great.展开更多
With rapid development of China,a growing number of foreign products are entering the Chinese market.An excellent translation of a product’s advertisement from English to Chinese undoubtedly contributes to its succes...With rapid development of China,a growing number of foreign products are entering the Chinese market.An excellent translation of a product’s advertisement from English to Chinese undoubtedly contributes to its successful promotion in the Chinese market.Although the translation practice contains multiple difficulties,the translation of lexical stylistic devices is a big challenge for translators.It is not simply because lexical stylistic devices are diverse and various in form,but also because most devices involve linguistic and cultural differences between English and Chinese.This thesis analyzed a number of current English to Chinese translations of the devices in commercial advertisements,which mainly come from two translation scholars’works and official websites of world-known brands.By analyzing the selected data,seven translation strategies are found to be the major translation strategies in this respect,namely literal translation,free translation,flexible translation,extended translation,adaptation translation,compensation translation and amplification translation strategies.Moreover,a number of linguistic and cultural issues which need to be considered by translators are also illustrated here.展开更多
A headline is an inseparable component of news, which serves the role of eyes. So wring a brief, accurate and eye-catching headline is very important. With plenty of practical examples given, the paper discusses lexic...A headline is an inseparable component of news, which serves the role of eyes. So wring a brief, accurate and eye-catching headline is very important. With plenty of practical examples given, the paper discusses lexical features of English news headlines through different aspects, including the use of nouns and midget words, vogue words, derivatives, nonce words, loans and so on. It also introduces some translating strategies according to their distinctive lexical characteristics.展开更多
This paper will firstly introduce the categories and main characteristics of English lexical phrases.Then a discussion over the function of English lexical phrases will be carried out from the angle of second language...This paper will firstly introduce the categories and main characteristics of English lexical phrases.Then a discussion over the function of English lexical phrases will be carried out from the angle of second language acquisition.The author holds the view that lexical phrases play an important role in second language acquisition,which can be summarized as follows:firstly,the acceleration of language fluency;secondly,the improvement of lexical selection ability;thirdly,the enhancement of pragmatic awareness.展开更多
As for the English lexical collocation,there has been a great amount of researches conducted by Chinese and foreign scholars.However,less people has offered the explanation in allusion to the collocation which isn'...As for the English lexical collocation,there has been a great amount of researches conducted by Chinese and foreign scholars.However,less people has offered the explanation in allusion to the collocation which isn't confined to the grammatical domain.Therefore,the thesis aims to depart from the research of the grammatical unaccountability of the lexical collocation to deeply investigate the reason of it from the point view of etymology,semantics,pragmatics and cultural category by taking"female secretary" as an example.In addition,the thesis intends to search for an effective learning way to help learners improve their learning efficiency and use the English lexicon correctly as a native speaker.展开更多
基金Project of Social Science Achievement Evaluation Committee of Hunan Province of China(XSP2023WXC037)Project of Teaching Reform Research of Hunan Province of China(202401001822)。
文摘Medical English,as a specialized form of English,has attracted considerable attention due to its unique linguistic features.Grammaticalization and lexicalization represent critical mechanisms in the evolution of language and are essential for understanding and mastering medical English.This study,drawing on the MEDLINE corpus,investigates the characteristics of grammaticalization and lexicalization in medical English from the perspective of cognitive linguistics,aiming to unveil its underlying cognitive foundations.The findings suggest that the processes of grammaticalization and lexicalization in medical English reflect cognitive mechanisms such as categorization,inferential processing,and pragmatic strategies.These insights provide novel approaches and methodologies for the teaching of medical English.
文摘Verb category“drink”is frequently used in people’s daily life.In this essay,the author analyses the semantic component and lexicalization pattern of English and Chinese verb category“drink”,in which the author finds there are semantic universals and particulars.It is found that the lexicalization pattern of this verb category in English and Chinese should be“motion+manner(cause)+X”.
文摘As a key part of the manufacturing industry,the rubber and plastic industry is widely used in a variety of fields such as automotive manufacturing,construction materials,and electronics.With technological innovation,global economic growth and infrastructure construction driving the demand for rubber and plastic materials,rubber and plastic materials play an important role in various fields,and accurate translation of the industry’s terminology is also crucial for international communication.The purpose of this paper is to explore in depth the lexical features of rubber and plastic industry terminology,including strong specialization,specialization of common vocabulary,and diversity of word formation.In view of these lexical features,relevant Chinese translation strategies are discussed to ensure the accuracy,specialization and comprehensibility of the translation of rubber and plastic industry terms.
基金supported by the International Research Center of Big Data for Sustainable Development Goals under Grant No.CBAS2022GSP05the Open Fund of State Key Laboratory of Remote Sensing Science under Grant No.6142A01210404the Hubei Key Laboratory of Intelligent Geo-Information Processing under Grant No.KLIGIP-2022-B03.
文摘Named entity recognition(NER)is an important part in knowledge extraction and one of the main tasks in constructing knowledge graphs.In today’s Chinese named entity recognition(CNER)task,the BERT-BiLSTM-CRF model is widely used and often yields notable results.However,recognizing each entity with high accuracy remains challenging.Many entities do not appear as single words but as part of complex phrases,making it difficult to achieve accurate recognition using word embedding information alone because the intricate lexical structure often impacts the performance.To address this issue,we propose an improved Bidirectional Encoder Representations from Transformers(BERT)character word conditional random field(CRF)(BCWC)model.It incorporates a pre-trained word embedding model using the skip-gram with negative sampling(SGNS)method,alongside traditional BERT embeddings.By comparing datasets with different word segmentation tools,we obtain enhanced word embedding features for segmented data.These features are then processed using the multi-scale convolution and iterated dilated convolutional neural networks(IDCNNs)with varying expansion rates to capture features at multiple scales and extract diverse contextual information.Additionally,a multi-attention mechanism is employed to fuse word and character embeddings.Finally,CRFs are applied to learn sequence constraints and optimize entity label annotations.A series of experiments are conducted on three public datasets,demonstrating that the proposed method outperforms the recent advanced baselines.BCWC is capable to address the challenge of recognizing complex entities by combining character-level and word-level embedding information,thereby improving the accuracy of CNER.Such a model is potential to the applications of more precise knowledge extraction such as knowledge graph construction and information retrieval,particularly in domain-specific natural language processing tasks that require high entity recognition precision.
文摘Because of poor vocabulary, improper use of lexis, and interference of first language, it is difficult for students in voca-tional school to learn Business English Correspondence well. Business English has close relations with lexical chunks, whichmakes it necessary to apply lexical approach to teaching of Business English Correspondence. This paper intends to explore its the-oretical foundations and emphasize how to apply lexical approach to teaching of Business English Correspondence in vocationalschool.
基金Supported by the Science Foundation of Hengyang Normal University of China(09A36)~~
文摘[Objective] To examine the grammar model based on lexical substring exac- tion for RNA secondary structure prediction. [Method] By introducing cloud model into stochastic grammar model, a machine learning algorithm suitable for the lexicalized stochastic grammar model was proposed. The word grid mode was used to extract and divide RNA sequence to acquire lexical substring, and the cloud classifier was used to search the maximum probability of each lemma which was marked as a certain sec- ondary structure type. Then, the lemma information was introduced into the training stochastic grammar process as prior information, realizing the prediction on the sec- ondary structure of RNA, and the method was tested by experiment. [Result] The experimental results showed that the prediction accuracy and searching speed of stochastic grammar cloud model were significantly improved from the prediction with simple stochastic grammar. [Conclusion] This study laid the foundation for the wide application of stochastic grammar model for RNA secondary structure prediction.
文摘I.IntroductionThe study of the.lexical approach focuses on the understanding ofa lexical-grammatical unit,which was called lexical phrase by Nattinger and Decarrieo and was called chunks by Michel Lewis.It is a multi-word unit of varying lengths,which has a fixed orrelatively fixed structure and expresses a certain meaning.It is prefabri-cated and frequently used.As a language teacher I think chunks arevery useful in language teaching and the lexical approach is a way of improving my teaching.They make sense in the classroom as they
文摘The essay briefly illustrates E-C and C-E Translation strategies in the light of lexical similarity and differences of Lexical Contrastive Analysis, and explores lexical translation skills under the theory of Cultural Differences.
文摘The paper discusses SL learners' lexical competence from O'Connor's Five Steps of Vocabulary Acquisition Theory, Collins & Loftus's Semantic Network Theory and Fay & Cutler's Mental Lexicon Theory. From the discussion, the author finds that second language learners' lexical competence includes the following aspects: the ability to recall the words which are similar to the target words in spelling and pronunciation; the ability to recall the synonyms of the target words; the ability to recall the antonyms of the target words; and the ability to recall the related words which come together with the target words in a context. Meanwhile it advances some strategies to develop the corresponding competence.
文摘Discourse analysis is gaining its prominence in teaching reading. The paper presents an example of analyzing the system of reference and lexical cohesion of a news report. It demonstrates how to involve discourse analysis into the teaching of newspaper reading in order to make students get a clear framework of reference and lexical cohesion in a functional-grammar-conscious manner.
文摘Traditionally,language is considered to be a grammar vocabulary dichotomy system,and grammar and vocabulary seem to be independent of each other.This deep-rooted notion is particularly prevalent in Chinese English teaching and learning.Michael Lewis,the author of the Lexical Approach challenged the standard view of dividing language teaching into grammar and vocabulary.He believes that language is grammaticalised lexis,not lexicalized grammar,and lexis is the core of language learning while grammar is subordinate to it.This paper intends to explore its theoretical foundations and emphasize the great significance of the Lexical Approach to college English teaching in China.
文摘This paper introduces the classification of ambiguity in English, analyzes its causes especially from the lexical semantic perspective by illustrating two types of lexical ambiguity attributable to the existence of homonymy and polysemy. It also provides suggestions on how to eliminate lexical ambiguity.
文摘Based on the concepts of Lexical Chunks and Multimodal Teaching,this paper focuses the input source of English vocabulary learning,integrating the advantages of Lexical Approach with Multimodal Teaching.As a new teaching exploration of English vocabulary,the teaching practice in classroom has shown that teachers should make full and reasonable use of various teaching means and resources to achieve multimodal teaching of lexical chunks,which is helpful to promote students to learn vocabulary quickly and effectively,and improve students'English language competence and performance.
文摘"Bill's Little Girl " is a prose. This article analysis's its stylistic features of language in the aspects of lexical. While analysis, we can further appreciate its plain and simple language, its natural and fluent manner of writing and its complete discourse, meanwhile we can deeply understand that love is great, father's love is great.
文摘With rapid development of China,a growing number of foreign products are entering the Chinese market.An excellent translation of a product’s advertisement from English to Chinese undoubtedly contributes to its successful promotion in the Chinese market.Although the translation practice contains multiple difficulties,the translation of lexical stylistic devices is a big challenge for translators.It is not simply because lexical stylistic devices are diverse and various in form,but also because most devices involve linguistic and cultural differences between English and Chinese.This thesis analyzed a number of current English to Chinese translations of the devices in commercial advertisements,which mainly come from two translation scholars’works and official websites of world-known brands.By analyzing the selected data,seven translation strategies are found to be the major translation strategies in this respect,namely literal translation,free translation,flexible translation,extended translation,adaptation translation,compensation translation and amplification translation strategies.Moreover,a number of linguistic and cultural issues which need to be considered by translators are also illustrated here.
文摘A headline is an inseparable component of news, which serves the role of eyes. So wring a brief, accurate and eye-catching headline is very important. With plenty of practical examples given, the paper discusses lexical features of English news headlines through different aspects, including the use of nouns and midget words, vogue words, derivatives, nonce words, loans and so on. It also introduces some translating strategies according to their distinctive lexical characteristics.
文摘This paper will firstly introduce the categories and main characteristics of English lexical phrases.Then a discussion over the function of English lexical phrases will be carried out from the angle of second language acquisition.The author holds the view that lexical phrases play an important role in second language acquisition,which can be summarized as follows:firstly,the acceleration of language fluency;secondly,the improvement of lexical selection ability;thirdly,the enhancement of pragmatic awareness.
文摘As for the English lexical collocation,there has been a great amount of researches conducted by Chinese and foreign scholars.However,less people has offered the explanation in allusion to the collocation which isn't confined to the grammatical domain.Therefore,the thesis aims to depart from the research of the grammatical unaccountability of the lexical collocation to deeply investigate the reason of it from the point view of etymology,semantics,pragmatics and cultural category by taking"female secretary" as an example.In addition,the thesis intends to search for an effective learning way to help learners improve their learning efficiency and use the English lexicon correctly as a native speaker.