21,467 research outputs found

    Is Captain Kirk a natural blonde? Do X-ray crystallographers dream of electron clouds? Comparing model-based inferences in science with fiction

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    Scientific models share one central characteristic with fiction: their relation to the physical world is ambiguous. It is often unclear whether an element in a model represents something in the world or presents an artifact of model building. Fiction, too, can resemble our world to varying degrees. However, we assign a different epistemic function to scientific representations. As artifacts of human activity, how are scientific representations allowing us to make inferences about real phenomena? In reply to this concern, philosophers of science have started analyzing scientific representations in terms of fictionalization strategies. Many arguments center on a dyadic relation between the model and its target system, focusing on structural resemblances and β€œas if” scenarios. This chapter provides a different approach. It looks more closely at model building to analyze the interpretative strategies dealing with the representational limits of models. How do we interpret ambiguous elements in models? Moreover, how do we determine the validity of model-based inferences to information that is not an explicit part of a representational structure? I argue that the problem of ambiguous inference emerges from two features of representations, namely their hybridity and incompleteness. To distinguish between fictional and non-fictional elements in scientific models my suggestion is to look at the integrative strategies that link a particular model to other methods in an ongoing research context. To exemplify this idea, I examine protein modeling through X-ray crystallography as a pivotal method in biochemistry

    The pragmatics of specialized communication

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    El presente artΓ­culo pretende poner de manifiesto la importancia de la pragmΓ‘tica en relaciΓ³n con la comunicaciΓ³n especializada. La estructura, el contenido y la terminologΓ­a de los textos especializados se ven afectados por factores como la propia situaciΓ³n comunicativa y el conocimiento, intenciones, expectativas y creencias previos del emisor del texto. La transmisiΓ³n de tal significado es difΓ­cil incluso en una sola lengua. Cuando la transmisiΓ³n se produce entre dos lenguas, como es el caso de cualquier acto de traducciΓ³n, las dificultades se multiplican. Por esta razΓ³n, es fundamental que los traductores sean conscientes de cΓ³mo la pragmΓ‘tica, mΓ‘s que ningΓΊn otro componente del lenguaje, puede afectar de forma decisiva a su actividad profesional

    НалогооблоТСниС Π² Ρ€Π΅Ρ„ΠΎΡ€ΠΌΠ°Ρ… управлСния государствСнными финансами

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    ΠžΠ±Ρ‰Π΅ΠΏΡ€ΠΈΠ½ΡΡ‚Ρ‹Π΅ тСорСтичСскиС ΠΏΠΎΠ΄Ρ…ΠΎΠ΄Ρ‹ ΠΊ Ρ€Π΅Ρ„ΠΎΡ€ΠΌΠΈΡ€ΠΎΠ²Π°Π½ΠΈΡŽ государствСнной экономики, ΠΊΠ°ΠΊ ΠΏΡ€Π°Π²ΠΈΠ»ΠΎ, Π²ΠΏΠΎΠ»Π½Π΅ ΠΏΡ€ΠΈΠ³ΠΎΠ΄Π½Ρ‹ для Ρ†Π΅Π»Π΅ΠΉ управлСния измСнСниями Π½Π°Π»ΠΎΠ³ΠΎΠ²Ρ‹Ρ… систСм ΠΈ ΠΈΡ… ΡΠΎΡΡ‚Π°Π²Π»ΡΡŽΡ‰ΠΈΡ…. Π’ частности, Π² Π½Π°Π»ΠΎΠ³ΠΎΠ²ΠΎΠΌ администрировании особСнно ΠΏΡ€ΠΎΠ±Π»Π΅ΠΌΠ½Ρ‹ΠΌ прСдставляСтся всСмСрноС обСспСчСниС Ρ€Π΅Π°Π»ΠΈΠ·Π°Ρ†ΠΈΠΈ ΠΏΡ€ΠΈΠ½Ρ†ΠΈΠΏΠΎΠ² Π³ΠΎΡ€ΠΈΠ·ΠΎΠ½Ρ‚Π°Π»ΡŒΠ½ΠΎΠΉ справСдливости, Π° Ρ‚Π°ΠΊΠΆΠ΅ Π²Π½Π΅Π΄Ρ€Π΅Π½ΠΈΠ΅ ΠΏΠΎΠ΄Ρ…ΠΎΠ΄ΠΎΠ², ΠΏΡ€ΠΈ ΠΊΠΎΡ‚ΠΎΡ€Ρ‹Ρ… для Π½Π°Π»ΠΎΠ³ΠΎΠΏΠ»Π°Ρ‚Π΅Π»ΡŒΡ‰ΠΈΠΊΠΎΠ² Π²Ρ‹ΠΏΠΎΠ»Π½Π΅Π½ΠΈΠ΅ ΠΎΠ±ΡΠ·Π°Ρ‚Π΅Π»ΡŒΡΡ‚Π² ΠΏΠΎ внСсСнию ΠΏΠ»Π°Ρ‚Π΅ΠΆΠ΅ΠΉ становится Π±ΠΎΠ»Π΅Π΅ Π²Ρ‹Π³ΠΎΠ΄Π½Ρ‹ΠΌ, Ρ‡Π΅ΠΌ ΡƒΠΊΠ»ΠΎΠ½Π΅Π½ΠΈΠ΅ ΠΎΡ‚ ΠΈΡ… ΡƒΠΏΠ»Π°Ρ‚Ρ‹. Π’ΠΎ ΠΌΠ½ΠΎΠ³ΠΈΡ… Ρ€Π°Π·Π²ΠΈΠ²Π°ΡŽΡ‰ΠΈΡ…ΡΡ странах Π½Π΅ΡΠΏΠΎΡΠΎΠ±Π½ΠΎΡΡ‚ΡŒ ΠΏΡ€Π°Π²ΠΈΡ‚Π΅Π»ΡŒΡΡ‚Π²Π° Π² связи с политичСскими ΠΏΡ€ΠΈΡ‡ΠΈΠ½Π°ΠΌΠΈ Ρ€Π΅Π°Π»ΠΈΠ·ΠΎΠ²Π°Ρ‚ΡŒ Π·Π°Π΄Π΅ΠΊΠ»Π°Ρ€ΠΈΡ€ΠΎΠ²Π°Π½Π½Ρ‹Π΅ ΠΏΡ€ΠΎΠ³Ρ€Π°ΠΌΠΌΡ‹ часто являСтся основным прСпятствиСм ΡΠΎΡ†ΠΈΠ°Π»ΡŒΠ½ΠΎ-экономичСского развития. Π˜ΠΌΠΏΠ»Π΅ΠΌΠ΅Π½Ρ‚Π°Ρ†ΠΈΡ ΠΌΠ½ΠΎΠ³ΠΈΡ… ΠΈΠ½ΠΈΡ†ΠΈΠ°Ρ‚ΠΈΠ² ΠΏΠΎ Ρ€Π΅Ρ„ΠΎΡ€ΠΌΠΈΡ€ΠΎΠ²Π°Π½ΠΈΡŽ Π½Π΅ всСгда ΡƒΡΠΏΠ΅ΡˆΠ½Π° ΠΈΠ·-Π·Π° отсутствия Ρ‡Π΅Ρ‚ΠΊΠΈΡ… стратСгий Π² государствСнной ΠΏΠΎΠ»ΠΈΡ‚ΠΈΠΊΠ΅ структурных ΠΈΠ·ΠΌΠ΅Π½Π΅Π½ΠΈΠΉ. Π¨ΠΈΡ€ΠΎΠΊΠΎ извСстны ΠΌΠΎΠ΄Π΅Π»ΠΈ примСнСния Π½ΠΎΠ²Ρ‹Ρ… ΠΏΠΎΠ΄Ρ…ΠΎΠ΄ΠΎΠ² Π² систСмах управлСния государствСнными финансами, Π² частности, ΠΏΡ€ΠΈ Ρ„ΠΎΡ€ΠΌΠΈΡ€ΠΎΠ²Π°Π½ΠΈΠΈ ΠΈ Π΄Π²ΠΈΠΆΠ΅Π½ΠΈΠΈ Π΄ΠΎΡ…ΠΎΠ΄ΠΎΠ², расходов ΠΈ Π΄ΠΎΠ»Π³ΠΎΠ². ΠŸΡ€ΠΈ стандартном Π°Π½Π°Π»ΠΈΠ·Π΅ Π½Π°Π»ΠΎΠ³ΠΎΠ²Ρ‹Ρ… систСм часто игнорируСтся Ρ€Π΅Π·ΡƒΠ»ΡŒΡ‚Π°Ρ‚ΠΈΠ²Π½ΠΎΡΡ‚ΡŒ Π½Π°Π»ΠΎΠ³ΠΎΠ²ΠΎΠ³ΠΎ администрирования, связанная с трансакционными ΠΈΠ·Π΄Π΅Ρ€ΠΆΠΊΠ°ΠΌΠΈ ΠΈ влияниСм Ρ‚Π΅Π½Π΅Π²ΠΎΠΉ экономики: Ρ€Π΅Ρ‡ΡŒ ΠΈΠ΄Π΅Ρ‚ ΠΎ Π·Π°Ρ‚Ρ€Π°Ρ‚Π°Ρ… ΠΏΠ»Π°Ρ‚Π΅Π»ΡŒΡ‰ΠΈΠΊΠΎΠ² ΠΎΠ±ΡΠ·Π°Ρ‚Π΅Π»ΡŒΠ½Ρ‹Ρ… ΠΏΠ»Π°Ρ‚Π΅ΠΆΠ΅ΠΉ ΠΈ сборов ΠΈ Π½Π°Π»ΠΎΠ³ΠΎΠ²Ρ‹Ρ… ΠΎΡ€Π³Π°Π½ΠΎΠ², Π° Ρ‚Π°ΠΊΠΆΠ΅ ΠΎΠ± ΠΈΠ½Ρ‹Ρ…, Π½Π΅ ΠΏΠΎΠ΄Π»Π΅ΠΆΠ°Ρ‰ΠΈΡ… количСствСнной ΠΎΡ†Π΅Π½ΠΊΠ΅ ΡΠΎΡΡ‚Π°Π²Π»ΡΡŽΡ‰ΠΈΡ… налогооблоТСния, Π²ΠΊΠ»ΡŽΡ‡Π°Ρ ΠΌΠΎΡ‚ΠΈΠ²Π°Ρ†ΠΈΡŽ Π½Π°Ρ€ΡƒΡˆΠ΅Π½ΠΈΠΉ Π·Π°ΠΊΠΎΠ½ΠΎΠ΄Π°Ρ‚Π΅Π»ΡŒΡΡ‚Π²Π°. Π‘ΠΎΠ»ΡŒΡˆΠΎΠ΅ Π·Π½Π°Ρ‡Π΅Π½ΠΈΠ΅ ΠΈΠΌΠ΅Π΅Ρ‚ Π½Π°Π»ΠΎΠ³ΠΎΠ²ΠΎΠ΅ ΠΏΠΎΠ²Π΅Π΄Π΅Π½ΠΈΠ΅, ΠΏΡ€Π΅Π΄ΠΎΡ‚Π²Ρ€Π°Ρ‰Π΅Π½ΠΈΠ΅ ΠΎΠΏΠΏΠΎΡ€Ρ‚ΡƒΠ½ΠΈΠ·ΠΌΠ°, Ρ€Π΅Π³ΡƒΠ»ΠΈΡ€ΠΎΠ²Π°Π½ΠΈΠ΅ способов ΠΏΡƒΠ±Π»ΠΈΡ‡Π½ΠΎΠ³ΠΎ раскрытия ΠΈΠ½Ρ„ΠΎΡ€ΠΌΠ°Ρ†ΠΈΠΈ, ΠΏΡ€ΠΈΠΌΠ΅Π½Π΅Π½ΠΈΠ΅ систСмных инструмСнтов взимания Π½Π°Π»ΠΎΠ³ΠΎΠ². ΠŸΡ€ΠΈ Ρ€Π°Π·Ρ€Π°Π±ΠΎΡ‚ΠΊΠ΅ Π΄Π΅Ρ‚Π°Π»ΡŒΠ½Ρ‹Ρ… ΠΏΠ»Π°Π½ΠΎΠ² рСформирования Π½Π΅ΠΎΠ±Ρ…ΠΎΠ΄ΠΈΠΌΠΎ ΡΡ‚Ρ€Π΅ΠΌΠΈΡ‚ΡŒΡΡ ΠΊ максимальной эффСктивности Π½Π΅ΠΏΡ€Π΅Ρ€Ρ‹Π²Π½Ρ‹Ρ… Ρ†ΠΈΠΊΠ»ΠΎΠ² двиТСния финансовых рСсурсов Π² Π΄ΠΎΡ…ΠΎΠ΄Π°Ρ… ΠΈ расходах, Π° Ρ‚Π°ΠΊΠΆΠ΅ ΡƒΡ‡ΠΈΡ‚Ρ‹Π²Π°Ρ‚ΡŒ ΡƒΠ³Ρ€ΠΎΠ·Ρ‹ Π½Π°Ρ€ΡƒΡˆΠ΅Π½ΠΈΡ Π±ΡŽΠ΄ΠΆΠ΅Ρ‚Π½Ρ‹Ρ… процСссов, ΠΏΡ€ΠΈ этом ΠΎΠ΄Π½ΠΈΠΌ ΠΈΠ· Π³Π»Π°Π²Π½Ρ‹Ρ… Π΄ΠΎΠ»ΠΆΠ΅Π½ Π±Ρ‹Ρ‚ΡŒ вопрос Π²Ρ‹Π±ΠΎΡ€Π° Ρ†Π΅Π»Π΅ΠΉ ΠΈ ΠΏΡ€ΠΈΠΎΡ€ΠΈΡ‚Π΅Ρ‚ΠΎΠ². Π˜Π·Π²Π΅ΡΡ‚Π½Ρ‹ случаи, ΠΊΠΎΠ³Π΄Π° донорскоС сообщСство ΠΈ ΠΌΠ΅ΠΆΠ΄ΡƒΠ½Π°Ρ€ΠΎΠ΄Π½Ρ‹Π΅ ΠΎΡ€Π³Π°Π½ΠΈΠ·Π°Ρ†ΠΈΠΈ настаивали Π½Π° нСобходимости внСдрСния ΠΎΠΏΡ€Π΅Π΄Π΅Π»Π΅Π½Π½Ρ‹Ρ… ΠΎΠ±Ρ€Π°Π·Ρ†ΠΎΠ² Β«Π»ΡƒΡ‡ΡˆΠ΅ΠΉ ΠΏΡ€Π°ΠΊΡ‚ΠΈΠΊΠΈΒ», особСнно Ссли Ρ€Π΅Ρ„ΠΎΡ€ΠΌΠΈΡ€ΠΎΠ²Π°Π½ΠΈΠ΅ ΠΎΡΡƒΡ‰Π΅ΡΡ‚Π²Π»ΡΠ»ΠΎΡΡŒ ΠΏΡ€ΠΈ ΠΈΡ… финансовой ΠΏΠΎΠ΄Π΄Π΅Ρ€ΠΆΠΊΠ΅. ΠžΡ‚Π΄Π°Π²Π°Ρ Π΄ΠΎΠ»ΠΆΠ½ΠΎΠ΅ ΠΌΠ½ΠΎΠ³ΠΈΠΌ ΠΏΠΎΠ·ΠΈΡ‚ΠΈΠ²Π½Ρ‹ΠΌ ΠΏΡ€ΠΈΠΌΠ΅Ρ€Π°ΠΌ, слСдуСт ΠΈΠΌΠ΅Ρ‚ΡŒ Π² Π²ΠΈΠ΄Ρƒ, Ρ‡Ρ‚ΠΎ для Π½Π°Π»ΠΎΠ³ΠΎΠ²ΠΎΠΉ систСмы ΠΊΠ°ΠΆΠ΄ΠΎΠΉ страны Ρ…Π°Ρ€Π°ΠΊΡ‚Π΅Ρ€Π½Ρ‹ спСцифичСскиС Ρ‡Π΅Ρ€Ρ‚Ρ‹, поэтому ΡΡ„Ρ„Π΅ΠΊΡ‚ΠΈΠ²Π½ΠΎΡΡ‚ΡŒ Π΅Π΅ рСформирования Π²ΠΎ ΠΌΠ½ΠΎΠ³ΠΎΠΌ Π±ΡƒΠ΄Π΅Ρ‚ Π·Π°Π²ΠΈΡΠ΅Ρ‚ΡŒ ΠΎΡ‚ ΡƒΡ‡Π΅Ρ‚Π° мСстных особСнностСй. Π’ Ρ†Π΅Π»ΠΎΠΌ Π·Π°Π΄Π°Ρ‡Π° управлСния измСнСниями Π² систСмах государствСнных финансов услоТняСтся внСшними ΠΈ Π²Π½ΡƒΡ‚Ρ€Π΅Π½Π½ΠΈΠΌΠΈ Ρ„Π°ΠΊΡ‚ΠΎΡ€Π°ΠΌΠΈ нСопрСдСлСнности, поэтому ΠΏΡ€ΠΈ Π»ΡŽΠ±Ρ‹Ρ… ΠΎΠ±ΡΡ‚ΠΎΡΡ‚Π΅Π»ΡŒΡΡ‚Π²Π°Ρ… Π½Π΅ΠΎΠ±Ρ…ΠΎΠ΄ΠΈΠΌΠΎ ΠΎΠ±Π΅ΡΠΏΠ΅Ρ‡ΠΈΠ²Π°Ρ‚ΡŒ Π½Π΅ΠΏΡ€Π΅Ρ€Ρ‹Π²Π½ΠΎΡΡ‚ΡŒ Π±ΡŽΠ΄ΠΆΠ΅Ρ‚Π½ΠΎΠ³ΠΎ процСсса ΠΈ исполнСниС государством своих конституционных ΠΎΠ±ΡΠ·Π°Ρ‚Π΅Π»ΡŒΡΡ‚Π². РСгуляторная функция экономики Π΄ΠΎΠ»ΠΆΠ½Π° Π±Ρ‹Ρ‚ΡŒ Π½Π°ΠΏΡ€Π°Π²Π»Π΅Π½Π° Π½Π° Ρ€Π΅Π°Π»ΠΈΠ·Π°Ρ†ΠΈΡŽ Ρ†Π΅Π»Π΅ΠΉ устойчивого экономичСского развития, соотвСтствСнно, Π² Ρ€Π°ΠΌΠΊΠ°Ρ… Π½Π°Π»ΠΎΠ³ΠΎΠ²ΠΎΠΉ систСмы, ΠΊΠ°ΠΊ стратСгичСского элСмСнта госрСгулирования, Π΄ΠΎΠ»ΠΆΠ½Ρ‹ Ρ€Π°Π±ΠΎΡ‚Π°Ρ‚ΡŒ эффСктивныС ΠΌΠ΅Ρ…Π°Π½ΠΈΠ·ΠΌΡ‹ Π½Π°Π»ΠΎΠ³ΠΎΠ², сборов, Π° Ρ‚Π°ΠΊΠΆΠ΅ Π»ΡŒΠ³ΠΎΡ‚ ΠΈ ΠΏΡ€Π΅Ρ„Π΅Ρ€Π΅Π½Ρ†ΠΈΠΉ Π²ΠΎ взаимосвязи с расходными ΡΡ‚Π°Ρ‚ΡŒΡΠΌΠΈ, трансфСртами ΠΈ субсидиями.Generally, standard theoretical approaches to reforming national economy are quite usable for goals of managing changes of taxation systems and their components. In particular, of most problematic issue for tax administration is all-round provision of implementing principles of horizontal justice, as well as introducing the approaches which allow the execution of commitments on making payments by taxpayers to be more profitable than evasion. In many developing countries, due to political reasons the government’s inability to implement their declared programs is frequently the main obstacle to improving the socio-economic progress. Implementation of many reform initiatives is not always successful due to absence of clear strategies in governmental policy of structural transformations. There are wide known models of applying new approaches in systems of public finance management (PFM), particularly, in regard of formation and dynamics of revenues, expenses, debts. The standard analysis of tax systems ignores, as a rule, the efficiency of tax administration connected with transaction costs and shadow economy influence: the issue is about the expenses, on one hand, for payers of obligatory payments and levies, and on the other hand, for taxation authorities, as well as about the other taxation components, non-subject to quantitative assessment, including motivation of breaching legislation. Of great significance is tax behavior, prevention of opportunism, regulation of not only tax rates and taxation basis but also of ways of public information accessibility, application of systemic toolkits of tax collection. While developing detailed plans of reforming, it is necessary to strain after maximum efficiency of continuous cycles of financial resource movements in terms of revenues and expenditures, as well as to consider challenges for interruption of the budget processes. At that, one of the main issue is, obviously, selection of targets and priorities. There are known cases, when the donor community and international organizations insist on β€œthe best practices” introduction, especially if the reforming is carried out with their financial support. In justice to numerous positive examples, it should be borne in mind that each taxation system of every country is characterized by their specific traits, so the efficiency of its reforming will at large depend on considering local features. On the whole, the task of managing changes in the public finance systems is getting more complicated in the context of external and internal factors of uncertainty. Thus, in any circumstances it is vital to ensure continuity of the budget process, as well as execution by the state of its constitutional obligations. The regulatory potential of economy should be focused on implementing sustainable economic development goals. Accordingly, in the taxation system framework, as a strategic tool for governmental regulation, there must function efficient mechanisms of taxes and levies, as well as benefits and preferences in coordination with expenditure items, transfers and subsidies

    Measuring University Contributions to Regional Economies: A Discussion of Guidelines for Enhancing Credibility

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    In light of tight state fiscal accounts, increased competition among all government service providers for scarce resources, and a poorly performing national economy, public universities are under increasing pressure to demonstrate their worth to regional or statewide economies.οΏ½ This has resulted in a proliferation of university economic impact studies.This paper is a guide to assist public university economic impact practitioners plan, structure, evaluate, and disseminate higher education economic information that can be used for policy development, general planning, and overall university relations.οΏ½ It provides some basic considerations, cautions, and checks that university economic impact studies should keep in mind when engaging in this activity.οΏ½university; university economic impact; guidelines

    Learning Functional Prepositions

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    In first language acquisition, what does it mean for a grammatical category to have been acquired, and what are the mechanisms by which children learn functional categories in general? In the context of prepositions (Ps), if the lexical/functional divide cuts through the P category, as has been suggested in the theoretical literature, then constructivist accounts of language acquisition would predict that children develop adult-like competence with the more abstract units, functional Ps, at a slower rate compared to their acquisition of lexical Ps. Nativists instead assume that the features of functional P are made available by Universal Grammar (UG), and are mapped as quickly, if not faster, than the semantic features of their lexical counterparts. Conversely, if Ps are either all lexical or all functional, on both accounts of acquisition we should observe few differences in learning. Three empirical studies of the development of P were conducted via computer analysis of the English and Spanish sub-corpora of the CHILDES database. Study 1 analyzed errors in child usage of Ps, finding almost no errors in commission in either language, but that the English learners lag in their production of functional Ps relative to lexical Ps. That no such delay was found in the Spanish data suggests that the English pattern is not universal. Studies 2 and 3 applied novel measures of phrasal (P head + nominal complement) productivity to the data. Study 2 examined prepositional phrases (PPs) whose head-complement pairs appeared in both child and adult speech, while Study 3 considered PPs produced by children that never occurred in adult speech. In both studies the productivity of Ps for English children developed faster than that of lexical Ps. In Spanish there were few differences, suggesting that children had already mastered both orders of Ps early in acquisition. These empirical results suggest that at least in English P is indeed a split category, and that children acquire the syntax of the functional subset very quickly, committing almost no errors. The UG position is thus supported. Next, the dissertation investigates a \u27soft nativist\u27 acquisition strategy that composes the distributional analysis of input, minimal a priori knowledge of the possible co-occurrence of morphosyntactic features associated with functional elements, and linguistic knowledge that is presumably acquired via the experience of pragmatic, communicative situations. The output of the analysis consists in a mapping of morphemes to the feature bundles of nominative pronouns for English and Spanish, plus specific claims about the sort of knowledge required from experience. The acquisition model is then extended to adpositions, to examine what, if anything, distributional analysis can tell us about the functional sequences of PPs. The results confirm the theoretical position according to which spatiotemporal Ps are lexical in character, rooting their own extended projections, and that functional Ps express an aspectual sequence in the functional superstructure of the PP

    Looking Beyond Label Noise: Shifted Label Distribution Matters in Distantly Supervised Relation Extraction

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    In recent years there is a surge of interest in applying distant supervision (DS) to automatically generate training data for relation extraction (RE). In this paper, we study the problem what limits the performance of DS-trained neural models, conduct thorough analyses, and identify a factor that can influence the performance greatly, shifted label distribution. Specifically, we found this problem commonly exists in real-world DS datasets, and without special handing, typical DS-RE models cannot automatically adapt to this shift, thus achieving deteriorated performance. To further validate our intuition, we develop a simple yet effective adaptation method for DS-trained models, bias adjustment, which updates models learned over the source domain (i.e., DS training set) with a label distribution estimated on the target domain (i.e., test set). Experiments demonstrate that bias adjustment achieves consistent performance gains on DS-trained models, especially on neural models, with an up to 23% relative F1 improvement, which verifies our assumptions. Our code and data can be found at \url{https://github.com/INK-USC/shifted-label-distribution}.Comment: 13 pages: 10 pages paper, 3 pages appendix. Appears at EMNLP 201

    Event processing in the visual world:projected motion paths during spoken sentence comprehension

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    Motion events in language describe the movement of an entity to another location along a path. In 2 eye-tracking experiments, we found that comprehension of motion events involves the online construction of a spatial mental model that integrates language with the visual world. In Experiment 1, participants listened to sentences describing the movement of an agent to a goal while viewing visual scenes depicting the agent, goal, and empty space in between. Crucially, verbs suggested either upward (e.g., jump) or downward (e.g., crawl) paths. We found that in the rare event of fixating the empty space between the agent and goal, visual attention was biased upward or downward in line with the verb. In Experiment 2, visual scenes depicted a central obstruction, which imposed further constraints on the paths and increased the likelihood of fixating the empty space between the agent and goal. The results from this experiment corroborated and refined the previous findings. Specifically, eye-movement effects started immediately after hearing the verb and were in line with data from an additional mouse-tracking task that encouraged a more explicit spatial reenactment of the motion event. In revealing how event comprehension operates in the visual world, these findings suggest a mental simulation process whereby spatial details of motion events are mapped onto the world through visual attention. The strength and detectability of such effects in overt eye-movements is constrained by the visual world and the fact that perceivers rarely fixate regions of empty space

    Opening up to big data: computer-assisted analysis of textual data in social sciences

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    "Two developments in computational text analysis may change the way qualitative data analysis in social sciences is performed: 1. the availability of digital text worth to investigate is growing rapidly, and 2. the improvement of algorithmic information extraction approaches, also called text mining, allows for further bridging the gap between qualitative and quantitative text analysis. The key factor hereby is the inclusion of context into computational linguistic models which extends conventional computational content analysis towards the extraction of meaning. To clarify methodological differences of various computer-assisted text analysis approaches the article suggests a typology from the perspective of a qualitative researcher. This typology shows compatibilities between manual qualitative data analysis methods and computational, rather quantitative approaches for large scale mixed method text analysis designs." (author's abstract
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