Academic literature on the topic 'Text-based Person Search'

Text-based person search aims to retrieve the corresponding person images in an image database by virtue of a describing sentence about the person, which poses great potential for various applications such as video surveillance. Extracting visual contents corresponding to the human description is the key to this cross-modal matching problem. Moreover, correlated images and descriptions involve different granularities of semantic relevance, which is usually ignored in previous methods. To exploit the multilevel corresponding visual contents, we propose a pose-guided multi-granularity attention network (PMA). Firstly, we propose a coarse alignment network (CA) to select the related image regions to the global description by a similarity-based attention. To further capture the phrase-related visual body part, a fine-grained alignment network (FA) is proposed, which employs pose information to learn latent semantic alignment between visual body part and textual noun phrase. To verify the effectiveness of our model, we perform extensive experiments on the CUHK Person Description Dataset (CUHK-PEDES) which is currently the only available dataset for text-based person search. Experimental results show that our approach outperforms the state-of-the-art methods by 15 % in terms of the top-1 metric.

A proverb is a sentence or group of words that expresses a purpose or will, a state of a person, or a thing that says the behavior, actions, and things about a person that, although indirect, expresses something that the reader or listener can understand. Horspool algorithm simplifies the boyer-Moore algorithm, which in this text search is searched in large text to find the first pattern. Since the text sought can be so large (allowing hundreds of thousands of characters), it is essential to use more efficient techniques. Based on this, an android-based proverb search application was created to make it easier for someone to find proverbs because not everyone understands them, making it more practical and efficient in terms of its use without having to carry sayings in the form of print media such as books.

Language-based person search retrieves images of a target person using natural language description and is a challenging fine-grained cross-modal retrieval task. A novel hybrid attention network is proposed for the task. The network includes the following three aspects: First, a cubic attention mechanism for person image, which combines cross-layer spatial attention and channel attention. It can fully excavate both important midlevel details and key high-level semantics to obtain better discriminative fine-grained feature representation of a person image. Second, a text attention network for language description, which is based on bidirectional LSTM (BiLSTM) and self-attention mechanism. It can better learn the bidirectional semantic dependency and capture the key words of sentences, so as to extract the context information and key semantic features of the language description more effectively and accurately. Third, a cross-modal attention mechanism and a joint loss function for cross-modal learning, which can pay more attention to the relevant parts between text and image features. It can better exploit both the cross-modal and intra-modal correlation and can better solve the problem of cross-modal heterogeneity. Extensive experiments have been conducted on the CUHK-PEDES dataset. Our approach obtains higher performance than state-of-the-art approaches, demonstrating the advantage of the approach we propose.

[abstFig src='/00280004/07.jpg' width='300' text='Result of specific person detection in Tsukuba Challenge' ] It is difficult to use histograms of oriented gradients (HOG) or other gradient-based features to detect persons in outdoor environments given that the background or scale undergoes considerable changes. This study involved the segmentation of depth images. Additionally, P-type Fourier descriptors were extracted as shape features from two-dimensional coordinates of a contour in the segmentation domains. With respect to the P-type Fourier descriptors, a person detector was created with the fuzzyc-means method (for general person detection). Furthermore, a fuzzy color histogram was extracted in terms of color features from the RGB values of the domain surface. With respect to the fuzzy color histogram, a detector of a person wearing specific clothes was created with the fuzzyc-means method (specific person detection). The study includes the following characteristics: 1) The general person detection requires less number of images used for learning and is robust against a change in the scale when compared to that in cases in which HOG or other methods are used. 2) The specific person detection gives results close to those obtained by human color vision when compared to the color indices such as RGB or CIEDE. This method was applied for a person search application at the Tsukuba Challenge, and the obtained results confirmed the effectiveness of the proposed method.

Cross-modal person re-identification (Re-ID) is critical for modern video surveillance systems. The key challenge is to align cross-modality representations conforming to semantic information present for a person and ignore background information. This work presents a novel convolutional neural network (CNN) based architecture designed to learn semantically aligned cross-modal visual and textual representations. The underlying building block, named AXM-Block, is a unified multi-layer network that dynamically exploits the multi-scale knowledge from both modalities and re-calibrates each modality according to shared semantics. To complement the convolutional design, contextual attention is applied in the text branch to manipulate long-term dependencies. Moreover, we propose a unique design to enhance visual part-based feature coherence and locality information. Our framework is novel in its ability to implicitly learn aligned semantics between modalities during the feature learning stage. The unified feature learning effectively utilizes textual data as a super-annotation signal for visual representation learning and automatically rejects irrelevant information. The entire AXM-Net is trained end-to-end on CUHK-PEDES data. We report results on two tasks, person search and cross-modal Re-ID. The AXM-Net outperforms the current state-of-the-art (SOTA) methods and achieves 64.44% Rank@1 on the CUHK-PEDES test set. It also outperforms by >10% for cross-viewpoint text-to-image Re-ID scenarios on CrossRe-ID and CUHK-SYSU datasets.

This paper examines the literary text A House for Mr. Biswas in order to explore psychological, geographical, cultural and social alienation and displacement of the migrant people. It makes exploration of how the central character, Mohan Biswas makes the search for identity based on cultural root. Displacement gives birth to the feeling of rootness. Biswas is displaced again and again exclusively as well as inclusively. The people who migrate to other countries for any reason feel the nostalgia for their homeland left behind and a feeling of fear on the strange land that gives birth to the feeling of homelessness. The text explains the difficulties and psychological anguish which create the feeling of alienation and fragmentation within a person in the colonial world. The novel attempts to reveal the hardships of the postcolonial people, endure in their search for self- identity and self-esteem in Caribbean society. V.S. Naipaul presents his experience of dislocation through the central character, who struggles for survival and feels alienated, fragmented, dislocated, and rootless. So, this research paper explores Naipaul's experience of displacement and the struggle of the protagonist in the postcolonial milieu.

Purpose. The author of this article aims to present and analyze the views of Józef Maria Bocheński concerning the issue of the question of life’s sense based on the text "Sens życia i inne eseje". From the philosopher’s reflections under the theme of the impossibility of life’s sense in the case of community, the author analyzes Ukrainian society and tries to find an answer to the question, can the human community’s sense exist? Among the tasks are the following: to apply the views of Barry and Janae Weinhold and the polyvagal theory of Stephen Porges; to express reflections on individual and social sense; indicate the potential reasons for the failure in searching for the Ukrainian national idea before Russia’s attack on Ukraine in February 2022, as well as identify general trends in the development of the Ukrainian idea as a result of Russia’s war against Ukraine. Theoretical basis. The methodological basis of the investigation is an analysis, synthesis, generalization, and analogy. Given the interdisciplinary approach, historical and psychological methods were used. It is noted that the most important feature of any group is interaction, which unites a number of other features into a single whole. Exactly the lack of interaction in Ukraine that necessitated the search for a national idea. After a full-scale Russian attack on Ukraine in 2022, there is a huge possibility to work through Ukrainian traumas, create a common identity, without an artificial division into West and East, and rebuild the state. Originality. The paper combines philosophical reflections and the latest psychological developments; in their application, firstly, in the universal plane, which applies to every person, and secondly, in relation to the Ukrainian, due to its history and politics. Conclusions. It has been argued that the search for the authentic sense of life occurs when a person has reworked their traumas and attained a stable state of mental health, when subconscious factors do not control a person. By analogy, the thesis is put forward that Ukrainian society must undergo psychotherapy, to overcome its historical, and military traumas. As a result of the brutal war, rapid integration processes are possible, the whole Ukrainian society is aware of the need to switch exclusively to the Ukrainian language and rethink Ukrainian identity and statehood, build a new historical narrative on the heroic attitude of Ukrainian society, new Ukrainian heroes, dead and alive. It is possible to use the Russian attack as a unifying factor for all Ukrainians, creating a sense of community, creating a modern image of Ukraine in the international arena as a defender of democratic rights, Europe, rethinking its history and in particular Ukrainian-Russian and Ukrainian-Polish relations; indicate the need to process new traumatic experiences.

Purpose – The purpose of this paper is to examine two research questions: What search engine queries lead users to the Auburn University electronic theses and dissertations (AUETDs) collection? Do these queries vary for users in different locations and, if so, how? Design/methodology/approach – Search engine queries used to locate the AUETDs collection were obtained from Google Analytics and were separated into groups based on user location. These queries were assigned to empirically derived categories based on their content. Findings – Most local users’ queries contained person names, variants for thesis or dissertation, and variants for Auburn University. Over a third were queries for the AUETDs collection, while the remainder were seeking theses and dissertations from specific Auburn researchers. Most out-of-state users’ queries contained title and subject keywords and appeared to be seeking specific research studies. Queries from users located within the state but outside of the local area were intermediate between these groups. Practical implications – Over two-thirds of visits to the AUETDs collection were made by search engine users which reinforces the importance of having repository content indexed by search engines such as Google. The specificity of their queries indicates that full-text indexing will be more helpful to users than metadata indexing alone. Originality/value – This is the first detailed analysis of search engine queries used to locate an ETDs collection. It may also be the last, as query content for the major search engines is no longer available from Google Analytics.

‘Clennam rose softly, opened and closed the door without a sound, and passed from the prison, carrying the quiet with him into the turbulent streets.’ Introspective and dreamy, Arthur Clennam returns to England from many years abroad to find a people gripped in their self-made social and mental prisons. Against a background of government incompetence and financial scandal, he searches for the key to the affairs of the Dorrit family, prisoners for debt in the Marshalsea. He discovers through the seamstress Amy Dorrit the fulfilment of which he dreams, but only after he learns to understand his own heart. Revelation and redemption haunt Dickens’s portrayal of human relations as fundamentally distorted by class and money. The swindling financier Merdle, the bureaucratic nightmare of the Circumlocution Office, and a teeming cast of characters display the inadequacy of secular morality in the face of contemporary social and political confusion. Mixing humour and pathos, irony and satire, Dickens’s eleventh novel reveals a master of fiction in top form. This new edition, based on the definitive Clarendon text, includes all of Phiz’s original illustrations and a wide-ranging introduction highlighting Dickens’s move to more personal and spiritual concerns.

The monograph reflects the problems of Russian psycholinguistics from the moment of its inception in Russia to the present day and presents its main directions that are currently developing. In addition, theoretical developments and practical results obtained in the framework of different directions and research centers are described in a concise form. The task of the book is to reflect, as far as it is possible in one edition, firstly, the history of the formation of Russian psycholinguistics; secondly, its methodology and developed methods; thirdly, the results obtained in different research centers and directions in different regions of Russia; fourthly, to outline the main directions of the further development of Russian psycholinguistics. There is no doubt that in the theoretical, methodological and applied aspects, the main problems and the results of their development by Russian psycholinguistics have no analogues in world linguistics and psycholinguistics, or are represented by completely original concepts and methods. We have tried to show this uniqueness of the problematics and the methodological equipment of Russian psycholinguistics in this book. The main role in the formation of Russian psycholinguistics was played by the Moscow psycholinguistic school of A.A. Leontyev. It still defines the main directions of Russian psycholinguistics. Russian psycholinguistics (the theory of speech activity - TSA) is based on the achievements of Russian psychology: a cultural-historical approach to the analysis of mental phenomena L.S. Vygotsky and the system-activity approach of A.N. Leontyev. Moscow is the most "psycholinguistic region" of Russia - INL RAS, Moscow State University, Moscow State Linguistic University, RUDN, Moscow State Pedagogical University, Moscow State Pedagogical University, Sechenov University, Moscow State University and other Moscow universities. Saint Petersburg psycholinguists have significant achievements, especially in the study of neurolinguistic problems, ontolinguistics. The most important feature of Russian psycholinguistics is the widespread development of psycholinguistics in the regions, the emergence of recognized psycholinguistic research centers - St. Petersburg, Tver, Saratov, Perm, Ufa, Omsk, Novosibirsk, Voronezh, Yekaterinburg, Kursk, Chelyabinsk; psycholinguistics is represented in Cherepovets, Ivanovo, Volgograd, Vyatka, Kaluga, Krasnoyarsk, Irkutsk, Vladivostok, Abakan, Maikop, Barnaul, Ulan-Ude, Yakutsk, Syktyvkar, Armavir and other cities; in Belarus - Minsk, in Ukraine - Lvov, Chernivtsi, Kharkov, in the DPR - Donetsk, in Kazakhstan - Alma-Ata, Chimkent. Our researchers work in Bulgaria, Hungary, Vietnam, China, France, Switzerland. There are Russian psycholinguists in Canada, USA, Israel, Austria and a number of other countries. All scientists from these regions and countries have contributed to the development of Russian psycholinguistics, to the development of psycholinguistic theory and methods of psycholinguistic research. Their participation has not been forgotten. We tried to present the main Russian psycholinguists in the Appendix - in the sections "Scientometrics", "Monographs and Manuals" and "Dissertations", even if there is no information about them in the Electronic Library and RSCI. The principles of including scientists in the scientometric list are presented in the Appendix. Our analysis of the content of the resulting monograph on psycholinguistic research in Russia allows us to draw preliminary conclusions about some of the distinctive features of Russian psycholinguistics: 1. cultural-historical approach to the analysis of mental phenomena of L.S.Vygotsky and the system-activity approach of A.N. Leontiev as methodological basis of Russian psycholinguistics; 2. theoretical nature of psycholinguistic research as a characteristic feature of Russian psycholinguistics. Our psycholinguistics has always built a general theory of the generation and perception of speech, mental vocabulary, linked specific research with the problems of ontogenesis, the relationship between language and thinking; 3. psycholinguistic studies of speech communication as an important subject of psycholinguistics; 4. attention to the psycholinguistic analysis of the text and the development of methods for such analysis; 5. active research into the ontogenesis of linguistic ability; 6. investigation of linguistic consciousness as one of the important subjects of psycholinguistics; 7. understanding the need to create associative dictionaries of different types as the most important practical task of psycholinguistics; 8. widespread use of psycholinguistic methods for applied purposes, active development of applied psycholinguistics. The review of the main directions of development of Russian psycholinguistics, carried out in this monograph, clearly shows that the direction associated with the study of linguistic consciousness is currently being most intensively developed in modern Russian psycholinguistics. As the practice of many years of psycholinguistic research in our country shows, the subject of study of psycholinguists is precisely linguistic consciousness - this is a part of human consciousness that is responsible for generating, understanding speech and keeping language in consciousness. Associative experiments are the core of most psycholinguistic techniques and are important both theoretically and practically. The following main areas of practical application of the results of associative experiments can be outlined. 1. Education. Associative experiments are the basis for constructing Mind Maps, one of the most promising tools for systematizing knowledge, assessing the quality, volume and nature of declarative knowledge (and using special techniques and skills). Methods based on smart maps are already widely used in teaching foreign languages, fast and deep immersion in various subject areas. 2. Information search, search optimization. The results of associative experiments can significantly improve the quality of information retrieval, its efficiency, as well as adaptability for a specific person (social group). When promoting sites (promoting them in search results), an associative experiment allows you to increase and improve the quality of the audience reached. 3. Translation studies, translation automation. An associative experiment can significantly improve the quality of translation, take into account intercultural and other social characteristics of native speakers. 4. Computational linguistics and automatic word processing. The results of associative experiments make it possible to reveal the features of a person's linguistic consciousness and contribute to the development of automatic text processing systems in a wide range of applications of natural language interfaces of computer programs and robotic solutions. 5. Advertising. The use of data on associations for specific words, slogans and texts allows you to predict and improve advertising texts. 6. Social relationships. The analysis of texts using the data of associative experiments makes it possible to assess the tonality of messages (negative / positive moods, aggression and other characteristics) based on user comments on the Internet and social networks, in the press in various projections (by individuals, events, organizations, etc.) from various social angles, to diagnose the formation of extremist ideas. 7. Content control and protection of personal data. Associative experiments improve the quality of content detection and filtering by identifying associative fields in areas subject to age restrictions, personal information, tobacco and alcohol advertising, incitement to ethnic hatred, etc. 8. Gender and individual differences. The data of associative experiments can be used to compare the reactions (and, in general, other features of thinking) between men and women, different social and age groups, representatives of different regions. The directions for the further development of Russian psycholinguistics from the standpoint of the current state of psycholinguistic science in the country are seen by us, first of all:  in the development of research in various areas of linguistic consciousness, which will contribute to the development of an important concept of speech as a verbal model of non-linguistic consciousness, in which knowledge revealed by social practice and assigned by each member of society during its inculturation is consolidated for society and on its behalf;  in the expansion of the problematics, which is formed under the influence of the growing intercultural communication in the world community, which inevitably involves the speech behavior of natural and artificial bilinguals in the new object area of psycholinguistics;  in using the capabilities of national linguistic corpora in the interests of researchers studying the functioning of non-linguistic and linguistic consciousness in speech processes;  in expanding research on the semantic perception of multimodal texts, the scope of which has greatly expanded in connection with the spread of the Internet as a means of communication in the life of modern society;  in the inclusion of the problems of professional communication and professional activity in the object area of psycholinguistics in connection with the introduction of information technologies into public practice, entailing the emergence of new professions and new features of the professional ethos;  in the further development of the theory of the mental lexicon (identifying the role of different types of knowledge in its formation and functioning, the role of the word as a unit of the mental lexicon in the formation of the image of the world, as well as the role of the natural / internal metalanguage and its specificity in speech activity);  in the broad development of associative lexicography, which will meet the most diverse needs of society and cognitive sciences. The development of associative lexicography may lead to the emergence of such disciplines as associative typology, associative variantology, associative axiology;  in expanding the spheres of applied use of psycholinguistics in social sciences, sociology, semasiology, lexicography, in the study of the brain, linguodidactics, medicine, etc. This book is a kind of summarizing result of the development of Russian psycholinguistics today. Each section provides a bibliography of studies on the relevant issue. The Appendix contains the scientometrics of leading Russian psycholinguists, basic monographs, psycholinguistic textbooks and dissertations defended in psycholinguistics. The content of the publications presented here is convincing evidence of the relevance of psycholinguistic topics and the effectiveness of the development of psycholinguistic problems in Russia.

Introduction During the Covid-19 pandemic, non-pharmacological interventions (NPIs) aimed to minimise the spread of the virus as much as possible to avoid the most severe cases and the collapse of health systems. These measures included mobility restrictions in several countries, including Spain. Objective To assess the impact of mobility constraints on incidence, transmission, severe cases and mortality in the evolution of the Covid-19 pandemic. These constraints include: • Mandatory home confinement. • - Recommendation to stay at home. • - Perimeter closures for entry and/or exit from established areas. • - Restriction of night-time mobility (curfew). Methodology Systematic literature review, including documents from official bodies, systematic reviews and meta-analyses. The following reference databases were consulted until October 2021 (free and controlled language): Medline, EMBASE, Cochrane Library, TripDB, Epistemonikos, Royal college of London, COVID-end, COVID-19 Evidence Reviews, WHO, ECDC and CDC. Study selection and quality analysis were performed by two independent researchers. References were filtered firstly by title and abstract and secondly by full text in the Covidence tool using a priori inclusion and exclusion criteria. Synthesis of the results was done qualitatively. The quality of the included studies was assessed using the AMSTAR-II tool. Results The literature search identified 642 studies, of which 38 were excluded as duplicates. Of the 604 potentially relevant studies, 12 studies (10 systematic reviews and 2 official agency papers) were included in the analysis after filtering. One of the official agency papers was from the European Centre for Disease Prevention and Control (ECDC) and the other paper was from the Ontario Agency for Health Promotion and Protection (OHP). The result of the quality assessment with the AMSTAR-II tool of the included systematic reviews was: 3 reviews of moderate quality, 6 reviews of low quality and 1 review of critically low quality. The interventions analysed in the included studies were divided into 2 categories: the first category comprised mandatory home confinement, recommendation to stay at home and curfew, and the second category comprised perimeter blocking of entry and/or exit (local, cross-community, national or international). This division is because the included reviews analysed the measures of mandatory home confinement, advice to stay at home and curfew together without being able to carry out a disaggregated analysis. The included systematic reviews for the evaluation of home confinement, stay-at-home advice and curfew express a decrease in incidence levels, transmission and severe cases following the implementation of mobility limitation interventions compared to the no measure comparator. These conclusions are supported by the quantitative or qualitative results of the studies they include. All reviews also emphasise that to increase the effectiveness of these restrictions it is necessary to combine them with other public health measures. In the systematic reviews included for the assessment of entry and/or exit perimeter closure, most of the studies included in the reviews were found to be modelling studies based on mathematical models. All systematic reviews report a decrease in incidence, transmission and severe case levels following the implementation of travel restriction interventions. The great heterogeneity of travel restrictions applied, such as travel bans, border closures, passenger testing or screening, mandatory quarantine of travellers or optional recommendations for travellers to stay at home, makes data analysis and evaluation of interventions difficult. Conclusions Mobility restrictions in the development of the Covid-19 pandemic were one of the main NPI measures implemented. It can be concluded from the review that there is evidence for a positive impact of NPIs on the development of the COVID-19 pandemic. The heterogeneity of the data from the included studies and their low quality make it difficult to assess the effectiveness of mobility limitations in a disaggregated manner. Despite this, all the included reviews show a decrease in incidence, transmission, hospitalisations and deaths following the application of the measures under study. These measures are more effective when the restrictions were implemented earlier in the pandemic, were applied for a longer period and were more rigorous in their application.

Chatbot technology is a subfield of Artificial Intelligence (AI) that deals with text-based or speech-based conversational agents. In general terms, a chatbot enables a user to have a conversational interaction with a computer. Chatbots have applications in several fields including trade, tourism, customer care, health services, education, et cetera. This chapter describes two chatbot systems that we are developing for learning Arabic as a foreign language. KalaamBot is a speech-based chatbot that converses with learners and teaches them the language in a conversational setting. KalimaBot is a text-based personal vocabulary assistant that enables students to search for the meaning of words, synonyms, antonyms, and word usage in context. This chapter provides extensive discussion of the several challenges second language researchers and chatbot practitioners encounter when designing chatbots for language learning. Then, it concludes with recommendations and future research.

This chapter discusses the image of the ideal domestic worker, looking at the point of view of potential employers and domestic employment agencies acting as intermediaries. The ideal worker and the ideal domestic employment arrangement, as communicated by the “help wanted” ads, illustrate all three of this book's main themes: social reproduction, informality, and class relations. Paid domestic work, like other forms of social reproduction, invokes stereotypes about gender roles and involves tasks and qualities that connote femininity. Gendered assumptions about social reproduction are thus embedded in the ads, which nearly always label the desired domestic worker as a woman. Work arrangements are usually informal and escape regulation by labor law. The class relations of contemporary domestic employment are also sometimes visible in the text of the help wanted ads. Some ads refer explicitly to the high status of the employers' family and some indicate status indirectly, for example, mentioning where the family resides—almost always in upper-class or middle-class neighborhoods of Guayaquil, including exclusive gated communities. The class relations of domestic employment, rooted in precapitalist and colonial socioeconomic structures, also appear in references to trato (treatment) of the worker by employers. When employers emphasize trato, personal treatment, rather than pay and benefits, they hearken back to patronage relationships based on personal connections rather than labor laws. Even today, emotion, care, respect, and honor loom large in domestic employment.

The Latvian Language Learners Corpus (LaVA) developed at the Institute of Mathematics and Computer Science, University of Latvia, includes more than 1000 texts created by foreign Latvian language learners studying at Latvian higher education institutions for the first or second semester reaching A1 (possibly A2) Latvian language proficiency level. The size of the corpus is more than 180 000 words. The morphologically annotated texts have been checked manually; the language learners' errors have been manually annotated. In addition, each text is accompanied by information about the author of the text (metadata): gender, age, native language, knowledge of other languages. When analysing the data, this information can be used to determine how the learner's mother tongue and language skills, in general, affect the acquisition of the Latvian language. Users of the corpus can analyse the data both on the LaVA website (see http://lava.korpuss.lv/search) and in the SketchEngine tool, where the quantitative and qualitative analysis of the data can be performed. The quantitative approach makes it possible to find out the tendencies of the use of a word, word form, or construction and allows to determine the frequency of mistakes made by language learners. In addition, the objectivity of the research is ensured by looking at the data of language learners from different aspects and performing repeated analysis. For example, by statistically analysing the nouns used in learners' texts, it can be concluded that declension 4 nouns are most often used. The next in terms of frequency of use are declension 1, 5 and 2 nouns, while declension 3 and 6 nouns and indeclinable nouns are used very rarely. Qualitative analysis reveals certain features of morphology and word formation, including aspects of syntax, based on empirical data. It is possible to qualitatively analyse the erroneous use of nouns, verbs, or other parts of speech, trying to understand what rules determine this. For example, consider using non-reflexive verbs instead of reflexive verbs, using infinitives instead of finite forms (person forms), using a suffix that does not fit the noun paradigm, etc. According to LaVA data analysis, including learners error analysis, exercises and tests are generated. The exercises are intended to help the language learner to strengthen the linguistic competence of the Latvian language, for example, the use of verb forms in the indicative mood, both in indefinite and perfect tense forms. Exercise creation consists of three stages: (1) analysis of LaVA errors and identification of typical errors, (2) Collecting of sample sentences from various corpora of the Latvian language, for example, LVK2018, Saeima, with word forms and constructions in which language learners most often make mistakes in LaVA texts, (3) generation of different exercises using the selected sample sentences.

In 2020, the Supreme Court established theses based on the joint judgment of themes 386 and 1,021, involving the right to reasonable adaptations for objection to religious belief. With the judgment of the theme 386, the possibility of holding tender stages on dates and places different from those originally provided for in the notice was guaranteed. With the judgment of theme 1021, the duty of the public administrator to make an alternative obligation available to its servers was guaranteed. It is worth mentioning the theories of law and justice the way in which these rights were provided for in their theses, with a strong resemblance to the right to reasonable adaptation of persons with disabilities. As provided for in the text of the International Convention on the Rights of Persons with Disabilities, the Supreme Court introduces the elements reasonableness and proportionality, explaining the existence of limits to the search for security and predictability in the name of the pluralistic democratic ideal.

Diversity and inclusion of all sections of the population in the mainstream economic environment is the prerequisite for a sustainable society. The transition in the role of women has brought prosperity in the households but has also posed challenges for them. Workplace stress is the change in the mental or physical condition of the employee due to present conditions at the workplace which present a threat or challenge. The major factors causing challenges or threats could be physical, psychosocial, or personal factors. This chapter explores the role of workplace stress and perception of gender roles on the quality of work-life and satisfaction in general among the working women in India with special emphasis on urban areas. A qualitative research methodology is adopted for the present study. It uses text-based search using Google to undertake sentiment analysis. Results support the earlier contention that women face more stress as compared to the males in both their working lives and households.

The subject of the research is the organization of scientific creativity as a factor in the realizing of hyperindustrialization The purpose of the text is to summarize the analysis of the organization of scientific creativity from the point of view of the tasks of carrying out hyperindustrialization. For this, the research tasks of characterizing the corresponding features of the clusters and the characteristics of scientific creativity are solved. The methods of studying and presenting the material are based on the unity of analysis and synthesis, general and special concrete and abstract, historical and logical principles. The successful realizing of the overdue transformations raises the question of consolidating the efforts of society anew, bringing development issues to the level of security and the concrete cultural and civilizational world, and humanity as a whole. An attempt to appeal to the “self-regulating forces of the market” looks completely inadequate. The measure of opportunities and threats does not allow dwelling on sporadic instruments of public-private partnership. At the same time, as history has repeatedly shown, the concentration of power can be used for unkind, inhuman purposes – both in the final analysis and initially and purposefully. Thus, an objectively request for the development and theoretical comprehension of effective mechanisms of social consolidation for reaching a higher level of humanity in social relations, which determines the relevance and importance of the topic. To ensure the complexity of positive changes, subordination is required to the task of building a productive vector of social dynamics through the entire organizational and managerial palette (Super-project and small projects, cultivating breakthrough points and an environment favourable for changes, etc.). In particular, without the revival of science, education and industry in the process of hyperindustrialization, there is no independence and real independence, no development, no numerical and qualitative demographic growth. At the same time, the requirements for the industry have already been transformed, and a large concentration of capital allows it to be carried out in relatively small organizational forms. Thus, the allocation of scientific, educational and production complexes are an essential step in the implementation of the entire strategy of social transformations. Of course, changing conditions do not at all destroy organizational and managerial tasks and relations as such; however, they significantly transform and complicate them. The interest in the essence of creative search makes the forms of petty tutelage and total control redundant and ineffective, gradually motivating them to resist. On the contrary, they stimulate creative activity and reasonable initiative of the masses, ridding the state and society of a person from the performing routine, household chores, etc., ensuring a high living standard of the population, providing interesting work, forming a sense of belonging to the achievements of the era and conformity of conditions to popular ideas about fairness and due. The opportunities are increasing with using traditions and customs, collective relations and interactions, informal communications and social networks, when synthesizing elements of controllability, self-control and uncontrollability, the development of labour relations in industrial democracy, the introduction of flexible working regimes, enrichment of activities, group organization, corporate culture and project-matrix management, and so on.

The article is devoted to the problem of textual sources of Gogol’s youthful letters (1820–1824) and the special role played by the preserved censored copy of the V volume of Works and letters of Gogol by P.A. Kulish (1857). The practical significance of the research is its connection with the preparation of the new academic Complete works and letters of N.V. Gogol in 23 vols. and, in particular, the first of the volumes of the epistolary block. Objective difficulties associated with the search for Gogol’s autographs are noted, a list of archives, which currently stores letters of this period, with source characteristics is presented. The special significance of the censored copy, which is an independent scientific value and has an additional (textual) status is indicated: it is the only source of those letters whose autographs are missing. The article reflects the results of comparing censorship copies with the preserved original scripts of Gogol’s letters, which shows a large extent the textological quality of this source. The author outlines main features and features of the preserved censorship copies, systematizes and describes their main differences from autographs. An analytical review of the censorship copies’ texts was the basis for the proposed conclusions. They provide quite good reasons for the possibility of using the preserved censorship copies as the main source of Gogol’s epistolary texts whose autographs have been lost.

Most existing text-based person search methods highly depend on exploring the corresponding relations between the regions of the image and the words in the sentence. However, these methods correlated image regions and words in the same semantic granularity. It 1) results in irrelevant corresponding relations between image and text, 2) causes an ambiguity embedding problem. In this study, we propose a novel multi-granularity embedding learning model for text-based person search. It generates multi-granularity embeddings of partial person bodies in a coarse-to-fine manner by revisiting the person image at different spatial scales. Specifically, we distill the partial knowledge from image scrips to guide the model to select the semantically relevant words from the text description. It can learn discriminative and modality-invariant visual-textual embeddings. In addition, we integrate the partial embeddings at each granularity and perform multi-granularity image-text matching. Extensive experiments validate the effectiveness of our method, which can achieve new state-of-the-art performance by the learned discriminative partial embeddings.

Person search has drawn increasing attention due to its real-world applications and research significance. Person search aims to find a probe person in a gallery of scene images with a wide range of applications, such as criminals search, multicamera tracking, missing person search, etc. Early person search works focused on image-based person search, which uses person image as the search query. Text-based person search is another major person search category that uses free-form natural language as the search query. Person search is challenging, and corresponding solutions are diverse and complex. Therefore, systematic surveys on this topic are essential. This paper surveyed the recent works on image-based and text-based person search from the perspective of challenges and solutions. Specifically, we provide a brief analysis of highly influential person search methods considering the three significant challenges: the discriminative person features, the query-person gap, and the detection-identification inconsistency. We summarise and compare evaluation results. Finally, we discuss open issues and some promising future research directions.

One of the main tasks of applied linguistics is the solution of the problem of high-quality automated processing of natural language. The most popular methods for processing natural-language text responses for the purpose of extraction and representation of semantics should be systems that are based on the efficient combination of linguistic analysis technologies and analysis methods. Among the existing methods for analyzing text data, a valid method is used by the method using a vector model. Another effective and relevant means of extracting semantics from the text and its representation is the method of latent semantic analysis (LSA). The LSA method was tested and confirmed its effectiveness in such areas of processing the native language as modeling the conceptual knowledge of the person; information search, the implementation of which LSA shows much better results than conventional vector methods.

Comprehensive park management to fulfill the NPS mission requires an accurate inventory of the geologic features of a park unit, but Comprehensive park management to fulfill the NPS mission requires an accurate inventory of the geologic features of a park unit, but park managers may not have the needed information, geologic expertise, or means to complete such an undertaking; therefore, the Geologic Resources Inventory (GRI) provides information and resources to help park managers make decisions for visitor safety, planning and protection of infrastructure, and preservation of natural and cultural resources. Information in the GRI report may also be useful for interpretation. park managers may not have the needed information, geologic expertise, or means to complete such an undertaking; therefore, the Geologic Resources Inventory (GRI) provides information and resources to help park managers make decisions for visitor safety, planning and protection of infrastructure, and preservation of natural and cultural resources. Information in the GRI report may also be useful for interpretation. This report synthesizes discussions from a scoping meeting for Redwood National and State Parks (referred to as the “parks” throughout this report) held in 2004 and a follow-up conference call in 2019. Two GRI–compiled GIS data sets of the geology and geohazards of the parks are the principal deliverables of the GRI. The GRI GIS data are available on the GRI publications website http://go.nps.gov/gripubs and through the NPS Integrated Resource Management Applications (IRMA) portal https://irma.nps.gov/App/Portal/Home. Enter “GRI” as the search text and select a park from the unit list. Writing of this report was based on those data and the interpretations of the source map authors (see “GRI Products” and “Acknowledgements”). A geologic map poster illustrates the geology GRI GIS data set and serves as a primary figure for this GRI report. No poster was prepared for the geohazards GRI GIS data set. Additionally, figure 7 of this report illustrates the locations of the major geologic features in the parks. Unlike the poster, which is divided into a northern and southern portion to show detail while accommodating the parks’ length, figure 7 is a single-page, simplified map. The features labeled on figure 7 are discussed in the “Geologic History, Features, and Processes” chapter. To provide a context of geologic time, this report includes a geologic time scale (see "Geologic History, Features, and Processes"). The parks’ geologic story encompasses 200 million years, starting in the Jurassic Period. Following geologic practice, the time scale is set up like a stratigraphic column, with the oldest units at the bottom and the youngest units at the top. Organized in this manner, the geologic time scale table shows the relative ages of the rock units that underlie the parks and the unconsolidated deposits that lie at the surface. Reading the “Geologic Event” column in the table, from bottom to top, will provide a chronologic order of the parks’ geologic history. The time scale includes only the map units within the parks that also appear on the geologic map poster; that is, map units of the geohazards data are not included. Geology is a complex science with many specialized terms. This report provides definitions of geologic terms at first mention, typically in parentheses following the term. Geologic units in the GRI GIS data are referenced in this report using map unit symbols; for example, map unit KJfrc stands for the Cretaceous (K) and Jurassic (J) Franciscan Complex (f), Redwood Creek schist (rc), which underlies a portion of the Redwood Creek watershed (see “GRI Products”).