This paper implements the continuous Hindi Automatic Speech Recognition (ASR) system using the proposed integrated features vector with Recurrent Neural Network (RNN) based Language Modeling (LM). The proposed system also implements the speaker adaptation using Maximum-Likelihood Linear Regression (MLLR) and Constrained Maximum likelihood Linear Regression (C-MLLR). This system is discriminatively trained by Maximum Mutual Information (MMI) and Minimum Phone Error (MPE) techniques with 256 Gaussian mixture per Hidden Markov Model(HMM) state. The training of the baseline system has been done (...) using a phonetically rich Hindi dataset. The results show that discriminative training enhances the baseline system performance by up to 3%. Further improvement of ~7% has been recorded by applying RNN LM. The proposed Hindi ASR system shows significant performance improvement over other current state-of-the-art techniques. (shrink)

The dissertation examines the intersection of language and sense discrimination in the texts of classical Chinese philosophy . Through an analysis of the figures of speech related to language and sense discrimination, it argues that the pair 'aural and visual' forms a significant dualism within the Chinese cosmos. ;The significance of the aural/visual dualism is threefold. First, it clarifies classical Chinese epistemology. The dissertation argues that classical Chinese epistemology is a matter of matching many levels of (...) parallels between the aural and the visual. In other words, knowledge in classical China is verified through correspondences between the aural and visual. ;Second, the aural/visual dualism challenges a common assumption that in classical China sense discrimination is natural while language is conventional. The aural and visual are two aspects of sense discrimination, but they are also two aspects of language. That is, the category 'language' extends over both sides of the dualism. It is both aural and visual . As a result, the contrast of 'language as conventional' in opposition to 'sense discrimination as natural' does not develop in classical China. Both language and sense discrimination are to some extent both natural and conventional. ;Thirdly, the importance of the aural and visual is connected to the pair ming/shi. Ming/shi is typically translated 'names and reality' or 'names and objects' on the assumption that shi is more substantial and therefore more real. But as a form of the aural/visual dualism, there seems to be no justification for taking shi as 'reality'. Shi is what is seen by the eyes, just as ming is what is heard by the ears, but neither appears more intrinsically 'real'. Thus, the dissertation argues that in light of the aural/visual dualism we must reconsider what constitutes the notion of reality in classical China. (shrink)

The English language now dominates scientific communications. Yet, many scientists have English as their second language. Their English proficiency may therefore often be more limited than that of a ‘native speaker’, and their scientific contributions (e.g. manuscripts) in English may frequently contain linguistic features that disrupt the fluency of a reader’s, or listener’s information processing even when the contributions are understandable. Scientific gatekeepers (e.g. journal reviewers) sometimes cite these features to justify negative decisions on manuscripts. Such justifications may (...) rest on the prima facie plausible assumption that linguistic characteristics that hinder fast and easy understandability of scientific contributions are epistemically undesirable in science. I shall raise some doubts about this assumption by drawing on empirical research on processing fluency and its biasing effects. I also argue that directing scientists with English as a foreign language toward approaching ‘native-level’ English can have the negative consequence of reducing their potential to make scientific belief formation more reliable. These points suggest that one seemingly compelling justification for linguistically discriminating against scientific contributions in ‘non-native’ English is questionable and that the common insistence by scientific gatekeepers on ‘native-like’ English may be epistemically harmful to science. (shrink)

_Identity and Discrimination_, originally published in 1990 and the first book by respected philosopher Timothy Williamson, is now reissued and updated with the inclusion of significant new material. Williamson here proposes an original and rigorous theory linking identity, a relation central to metaphysics, and indiscriminability, a relation central to epistemology.__ Updated and reissued edition of Williamson’s first publication, with the inclusion of significant new material Argues for an original cognitive account of the relation between identity and discrimination that has (...) been influential in the philosophy of perception Pioneers the use of epistemic logic to solve puzzles about indiscriminability Develops the application of techniques from mathematical logic to understand issues about identity over time and across possible worlds. (shrink)

Bad Language is the first textbook on an emerging area in the study of language: non-idealized language use, the linguistic behaviour of people who exploit language for malign purposes. This lively, accessible introduction offers theoretical frameworks for thinking about such topics as lies and bullshit, slurs and insults, coercion and silencing.

A discriminator logic is the 1 -assertional logic of a discriminator variety V having two constant terms 0 and 1 such that V ⊨ 0 1 iff every member of V is trivial. Examples of such logics abound in the literature. The main result of this research announcement asserts that a certain non-Fregean deductive system SBPC, which closely resembles the classical propositional calculus, is canonical for the class of discriminator logics in the sense that any discriminator logic S can be (...) presented as an axiomatic extension of SBPC by a set of extensional logical connectives taken from the language of S. The results outlined in this research announcement are extended to several generalisations of the class of discriminator logics in the main work. (shrink)

It is no surprise that empirical psychology refutes, again and again, assumptions of uneducated common sense. But some puzzlement tends to arise when scientific results appear to call into question the very conceptual framework of the mental to which we have become accustomed. This paper shall examine a case in point: Experiments on colour-discrimination have recently been taken to refute an assumption of first-person authority that appears to be constitutive of our ordinary notion of perceptual experience. The paper is (...) to show that those experiments do not refute this assumption, and will suggest that the impression to the contrary is, ultimately, due to two factors: to misleading imagery and, above all, to mistaken translation from the technical idiom of empirical psychology into the plain English we use every day. This is to take the mystery out of what we shall see to constitute a pretty puzzle; it is to remind us just how careful we need to be when drawing conclusions from results of scientific psychology; and it is to bring out the virtues of methods commonly lumped together under the entirely misleading label of 'ordinary language philosophy', of methods far more useful than their common caricature would make one think. (shrink)

This article presents a typology of discursive discrimination, discrimination carried out through the use of language. It is argued that such a typology should fulfil certain criteria in order to be useful for empirical research. The proposed typology consists of four main concepts: (1) exclusion from discourse; (2) negative other-presentation; (3) objectification; and (4) proposals pointing towards unfavourable non-linguistic treatment. The related concept of othering - the creation of a psychological distance to people understood to belong to (...) groups others than ‘us’ - is also presented. The manner in which the different forms of discursive discrimination and othering can be operationalized is demonstrated through examples from empirical studies of discourses of people categorized as mentally deficient, as deaf, and as immigrants in public debate in Sweden in the past 75 years. (shrink)

Six-month-old infants discriminate between large sets of objects on the basis of numerosity when other extraneous variables are controlled, provided that the sets to be discriminated differ by a large ratio (8 vs. 16 but not 8 vs. 12). The capacities to represent approximate numerosity found in adult animals and humans evidently develop in human infants prior to language and symbolic counting.

ABSTRACT A widespread thesis in contemporary philosophy of language is that certain speech constitutes, rather than merely causes, harm. McGowan develops a prescriptive account of harm constitution, according to which harm-constituting speech enacts norms that prescribe harm. Ordinary verbal bigotry, she claims, is harmful in this sense. We submit that the norms enacted by ordinary racist (or otherwise bigoted) utterances are not prescriptive. In our view, ordinary verbal bigotry enacts ‘non-neutrally’ permissive norms rendering harmful behaviours locally permitted—and indeed preferred (...) over non-harmful options. We conclude by arguing that, although ordinary verbal bigotry enacts non-prescriptive norms, it can still constitute harm. (shrink)

This article explores how scholarship can be put to work by specialists penning evidence-based policies seeking peaceful resolutions to long-standing, complex, and so-far intractable conflict in the Malay-Muslim dominated provinces of South Thailand. I contend that more is required than mere empirical data, and that the existing analysis of this conflict often lacks theoretical ballast and overlooks the wider historical context in which Bangkok pursued policies impacting its ethnolinguistically, and ethnoreligiously diverse citizens. I demonstrate the utility of both interacting with (...) what social theorists have written about what “religion” and language do—and do not—have in common, and the relative importance of both in sub-national conflicts, and comparative historical analysis. The case studies that this article critically introduces compare chapters of ethnolinguistic and ethnoreligious chauvinism against a range of minorities, including Malay-Muslim citizens concentrated in the southern provinces of Pattani, Yala, and Narathiwat. These include Buddhist ethnolinguistic minorities in Thailand’s Northeast, and Catholic communities during the second world war widely referred to as the high tide of Thai ethno-nationalism. I argue that these revealing aspects of the southern Malay experience need to be contextualized—even de-exceptionalized. (shrink)

This paper attempts to clarify the relations between trust, agency and latent forms of discrimination. Its main argument is in social philosophy, and it articulates considerations from moral psychology and the philosophy of language. The aim is to provide a better insight into the deflated level of trustworthiness that members of stigmatized categories are credited with. Identity prejudice determining low levels of credibility for its victims has received substantial philosophical attention in the wake of the epistemic injustice literature. (...) Instead of the standard cognitive concept of trust usually brought in, I apply a moral (or agential) account of trust (drawing on Domenicucci and Holton 2017) to discriminatory issues. We can fail to trust the trustworthy (Jones 2013) in a variety of ways. When it comes to the members of discriminated categories, I argue in the first part, this happens because they are refused a necessary condition of trust: a presumption of agency. This presumption of agency, prima facie attributed to human adults, is precisely what goes wrong for the members of stigmatized groups. Not recognised as individual agents, but as mere quasi-agents, the discriminatees cannot be trusted: their trustworthiness actually becomes unthinkable. The very possibility to give reasons for or against out-group members’ trustworthiness is thus dismissed. Articulating documentality and feminist philosophy of language, the second part shows that members of stigmatized categories have their conduct described and recorded through a non-agential grammar. Once widespread and socially dominant, non-agential descriptions of their action give the discriminatees a peculiar moral status that jeopardizes the very possibility of their being recognised as trustworthy. (shrink)

The last decade saw a growing interest for hate speech and the ways in which language reflects and perpetuates discrimination, with two main focuses of interest: a linguistic-oriented question about how slurs encode evaluation on the one hand, and a philosophical and psychological question about the effects elicited by slurs. In this paper, I show how the two questions are deeply related by illustrating how a certain linguistic analysis of derogatory epithets – the presuppositional one – can shed (...) light on non-linguistic issues, namely what effects the use of slurs produce, especially concerning discrimination. I present a presuppositional account of slurs (Section 2) and I show how such an analysis provides convincing explanations of other non-linguistic phenomena: in particular, I consider the ways in which slurs reflect and spread discrimination by illustrating how they work in conversation (Section 3). In Section 4, I argue that some features of slurs presented in Sections 2 and 3, namely the fact that they always target a category and the fact that the derogatory content that they convey is presented as not open to discussion, make slurs particularly dangerous tools. I conclude by briefly assessing the question as to how one should respond when exposed to the use of slurs. (shrink)

How should liberal societies select prospective members? A conventional reading of immigration history posits that whereas ascriptive characteristics drove immigration policy in the past, contemporary policy is based on the principle of nondiscrimination. Yet a closer look at the characteristics of those admitted reveals systematic group biases that run counter to liberalism’s core moral commitments. This article first discusses liberal states’ basic moral obligation to treat their citizens with equal respect. It then identifies ways in which the group biases produced (...) by immigration policy violate that principle, when states either deprive their citizens of fundamental rights or stigmatize them through hierarchical constructions of citizenship. Three mechanisms are presented—structural bias, profiling, and positive selection—by which seemingly liberal admissions policies produce illiberal outcomes. The empirical analysis explores the resulting discriminatory group biases in the context of language and income conditionalities on family migration, excessive demand restrictions against economic migrants, and visa waivers for international travelers. We conclude that immigration reforms that mitigate, if not erase, these morally problematic patterns are within the reach of liberal states. (shrink)

Mind &Language, Volume 35, Issue 1, Page 90-114, February 2020.

There are several relations which may fall short of genuine identity, but which behave like identity in important respects. Such grades of discrimination have recently been the subject of much philosophical and technical discussion. This paper aims to complete their technical investigation. Grades of indiscernibility are defined in terms of satisfaction of certain first-order formulas. Grades of symmetry are defined in terms of symmetries on a structure. Both of these families of grades of discrimination have been studied in (...) some detail. However, this paper also introduces grades of relativity, defined in terms of relativeness correspondences. This paper explores the relationships between all the grades of discrimination, exhaustively answering several natural questions that have so far received only partial answers. It also establishes which grades can be captured in terms of satisfaction of object-language formulas and draws connections with definability theory. (shrink)

The article analyzes the work of Hanno Kesting, Reinhart Koselleck, Roman Schnur, and Nicolaus Sombart—four young followers of Carl Schmitt in postwar Germany. Their “intellectual Schmittianism” was less than a full commitment to Schmitt’s political positions, yet had more than an arbitrary similarity with them: it pertained to assumptions, categories, and modes of thought. Drawing on Pocock’s terminology, I identify a particular “language” of intellectual Schmittianism, introduce its key components, and analyze their interaction. I focus on six categories derived (...) from Schmitt’s narrative of European political modernity: discrimination, historical parallels, secularization, global civil war, open/latent civil war, and category blurs. The analysis shows that these categories were interlinked argumentative devices rather than mere rhetoric and that they systematically upheld the postwar scholars’ arguments. While the Schmittian language enabled the young scholars to express their political skepticis... (shrink)

The aim of the current research is to investigate the feasibility of identifying offensive language in Lithuanian by utilising the Simplified Offensive Language Taxonomy (SOLT). The key principle behind this taxonomy is its ability to complement existing offensive language ontologies and tagset systems, with the ultimate goal of integrating it into publicly accessible Linguistic Linked Open Data (LLOD) resources. The dataset used in the current study is a publicly available corpus of user-generated comments collected from a Lithuanian (...) portal (Amilevičius et al. 2016). The study identified that offensive language predominantly focuses on collective derogatory language rather than individuals. The most common category of offensive language is related to physical and mental disabilities, followed by ideological offenses, xenophobic and sexist remarks, and less frequent categories like ageism, classism, homophobia, and religious discrimination. These results highlight the diverse range of offensive language online and underscore the need to combat discrimination and promote respectful discourse, particularly concerning marginalised groups. (shrink)

Human social coordination is often mediated by language. Through verbal dialogue, people direct each other’s attention to properties of their shared environment, they discuss how to jointly solve problems, share their introspections, and distribute roles and assignments. In this article, we propose a dynamical framework for the study of the coordinative role of language. Based on a review of a number of recent experimental studies, we argue that shared symbolic patterns emerge and stabilize through a process of local (...) reciprocal linguistic alignment. Such patterns in turn come to facilitate and refine social coordination by enabling the alignment, joint construction and navigation of conceptual models and actions. Implications of the framework are illustrated and discussed in relation to a case study where dyads of interlocutors interact verbally to reach joint decisions in a perceptual discrimination task. (shrink)

Arbitrary communication systems can emerge from iconic beginnings through processes of conventionalisation via interaction. Here, we explore whether this process of conventionalisation occurs with continuous, auditory signals. We conducted an artificial signalling experiment. Participants either created signals for themselves, or for a partner in a communication game. We found no evidence that the speech-like signals in our experiment became less iconic or simpler through interaction. We hypothesise that the reason for our results is that when it is difficult to be (...) iconic initially because of the constraints of the modality, then iconicity needs to emerge to enable grounding before conventionalisation can occur. Further, pressures for discrimination, caused by the expanding meaning space in our study, may cause more complexity to emerge, again as a result of the restrictive signalling modality. Our findings have possible implications for the processes of conventionalisation possible in signed and spoken languages, as the spoken modality is more restrictive than the manual modality. (shrink)

Discrimination law is a possible application of the methods of causal modelling. With it, it brings the possibility of direct statistical evidence on counterfactual questions, something that traditional techniques like multiple regression lack. The kinds of evidence that causal modelling can provide, in large part due to its attention to counterfactuals, is very close to the key question that we ask of jurors in discrimination cases. With this new kind of evidence comes new opportunities. We can better proportion (...) punitive damages to the severity of the discrimination that manifests in a hiring process. We can avoid making certain kinds of assumptions regarding the relationship between protected classes and hiring qualifications that other statistical methods demand from statisticians. We can also distribute restitution to individual claimants in a way that is proportionate to how their application was treated in the hiring process. Here we explore where and how causal modelling can be useful in discrimination law and policy. What elements of law provide friction with this mode of gathering statistical evidence, what new possibilities does it reveal, and how does this integrate with prior judgments regarding statistical evidence? (shrink)

Can large language models produce expert‐quality philosophical texts? To investigate this, we fine‐tuned GPT‐3 with the works of philosopher Daniel Dennett. To evaluate the model, we asked the real Dennett 10 philosophical questions and then posed the same questions to the language model, collecting four responses for each question without cherry‐picking. Experts on Dennett's work succeeded at distinguishing the Dennett‐generated and machine‐generated answers above chance but substantially short of our expectations. Philosophy blog readers performed similarly to the experts, (...) while ordinary research participants were near chance distinguishing GPT‐3's responses from those of an “actual human philosopher”. (shrink)

It has been claimed that recursion is one of the properties that distinguishes human language from any other form of animal communication. Contrary to this claim, a recent study purports to demonstrate center‐embedded recursion in starlings. I show that the performance of the birds in this study can be explained by a counting strategy, without any appreciation of center‐embedding. To demonstrate that birds understand center‐embedding of sequences of the form AnBn (such as A1A2B2B1, or A3A4A5B5B4B3) would require not only (...) that they discriminate such patterns from other patterns, but that they appreciate that elements must be bound from the outside in (thus, in the above examples, A1B1, A2B2, A3B3, A4B4, A5B5 are bound pairs). This has not been shown in nonhuman species, and sentences with this structure are difficult even for humans to parse. There appears to be no evidence to date that nonhuman species understand recursion. (shrink)

Categorical perception (CP) is said to occur when a continuum of equally spaced physical changes is perceived as unequally spaced as a function of category membership (Harnad, S. (Ed.) (1987). Psychophysical and cognitive aspects of categorical perception: A critical overview. Cambridge: Cambridge University Press). A common suggestion is that CP for color arises because perception is qualitatively distorted when we learn to categorize a dimension. Contrary to this view, we here report that English speakers show no evidence of lowered (...) class='Hi'>discrimination thresholds at the boundaries between blue and green categories even though CP is found at these boundaries in a supra-threshold task. Furthermore, there is no evidence of different discrimination thresholds between individuals from two language groups (English and Korean) who use different color terminology in the blue-green region and have different supra-threshold boundaries. Our participants' just noticeable difference (JND) thresholds suggest that they retain a smooth continuum of perceptual space that is not warped by stretching at category boundaries or by within-category compression. At least for the domain of color, categorical perception appears to be a categorical, but not a perceptual phenomenon. (shrink)

Human social coordination is often mediated by language. Through verbal dialogue, people direct each other’s attention to properties of their shared environment, they discuss how to jointly solve problems, share their introspections, and distribute roles and assignments. In this article, we propose a dynamical framework for the study of the coordinative role of language. Based on a review of a number of recent experimental studies, we argue that shared symbolic patterns emerge and stabilize through a process of local (...) reciprocal linguistic alignment. Such patterns in turn come to facilitate and refine social coordination by enabling the alignment, joint construction and navigation of conceptual models and actions. Implications of the framework are illustrated and discussed in relation to a case study where dyads of interlocutors interact verbally to reach joint decisions in a perceptual discrimination task. Keywords: social coordination; language; communication; linguistic alignment; symbolic patterns; affordances; emergence; evolution; adaptivity; interaction. (shrink)

Cet article traite des enjeux réels et pragmatiques des modes d’adresse et de désignation des femmes dans le processus de légitimation à être des personnes comme les autres. L’article s’intéresse ici aux modalités performatives du traitement de ces questions en milieu institutionnel, administratif, juridique qui passent parfois par des sanctions financières, comme cela est par exemple le cas, à un niveau global et reconnu, pour le non-respect de la loi sur la parité par les partis politiques. La discrimination langagière, (...) linguistique, des femmes est un phénomène acculturé et donc rendu invisible, qui ne peut être brisé dans sa circularité que par le fait de le rendre visible à travers des relevés et analyses de certains de ces phénomènes qui font leur quotidien. Diverses analyses de faits administratifs discriminants envers les femmes illustrent la nécessité et les difficultés d’un changement de paradigme – à savoir, en effet, les femmes sont des Humains comme les autres. (shrink)

From the end of 2018 in China, the Big-data Driven Price Discrimination (BDPD) of online consumption raised public debate on social media. To study the consumers’ attitude about the BDPD, this study constructed a semantic recognition frame to deconstruct the Affection-Behavior-Cognition (ABC) consumer attitude theory using machine learning models inclusive of the Labeled Latent Dirichlet Allocation (LDA), Long Short-Term Memory (LSTM), and Snow Natural Language Processing (NLP), based on social media comments text dataset. Similar to the questionnaires published (...) results, this article verified that 61% of consumers expressed negative sentiment toward BDPD in general. Differently, on a finer scale, this study further measured the negative sentiments that differ significantly among different topics. The measurement results show that the topics “Regular Customers Priced High” (69%) and “Usage Intention” (67%) occupy the top two places of negative sentiment among consumers, and the topic “Precision Marketing” (42%) is at the bottom. Moreover, semantic recognition results that 49% of consumers’ comments involve multiple topics, indicating that consumers have a pretty clear cognition of the complex status of the BDPD. Importantly, this study found some topics that had not been focused on in previous studies, such as more than 8% of consumers calling for government and legal departments to regulate BDPD behavior, which indicates that quite enough consumers are losing confidence in the self-discipline of the platform enterprises. Another interesting result is that consumers who pursue solutions to the BDPD belong to two mutually exclusive groups: government protection and self-protection. The significance of this study is that it reminds the e-commerce platforms to pay attention to the potential harm for consumers’ psychology while bringing additional profits through the BDPD. Otherwise, the negative consumer attitudes may cause damage to brand image, business reputation, and the sustainable development of the platforms themselves. It also provides the government supervision departments an advanced analysis method reference for more effective administration to protect social fairness. (shrink)

While historical cultural materials inform users of the past, they may also contain language that perpetuates long-entrenched patterns of discrimination. In organizing and providing access to such materials, cultural heritage institutions must negotiate historical language and context with the comprehension and perspectives of modern audiences. Excerpted from a larger project exploring representation and access around historical terminology and personal identity, the present work offers insight into how knowl­edge organization systems may be used to help modern users confront (...) and make sense of past, discriminatory language in the archive. Using keywords drawn from the titles of 19th and 20th sideshow performer photographs, this work details the construction of a mapping dictionary that brings together corresponding terminology from several vocabulary sources along with annotations designed to explain historical terms to modern audiences. The development of this dictionary revealed several major types of problematic and potentially discriminatory language including historical euphemisms, misnomers, outdated terms, and sensationalist monikers. The finished dictionary offers opportunities to address these through explanatory annotations and to provide a richer, multi-perspective approach to subject analysis for these and other historical materials. (shrink)

As an unfunded federal mandate, the Americans with Disabilities Act requires public and private entities to ensure disability accommodations without providing state funding to pay for these accommodations. Disability accommodations under the ADA can take many forms, including audio description of a museum exhibit, designated parking for people with disabilities, or accessible toilet stalls. For each of these examples, once it is established or installed, the accommodation is available to serve the needs of numerous disabled individuals. Individualized service accommodations for (...) disability accessibility emerge only once the individual with the disability makes the request. For example, a deaf job candidate requests communication access for a job interview. The request for the accommodation is individual-dependent, and in the case of signed language interpreting, individual-specific and not fungible. Given that the unfunded mandate of the ADA does not directly provide a mechanism to alleviate expenses related to providing service accommodations to individuals, which can serve as a deterrent to inclusive practices, the question arises as to whether the ADA discriminates against individuals who require ongoing service accommodations. (shrink)

A classic experiment by Henri Tajfel provides evidence for the conclusion that the division of a group into subgroups is enough to trigger discriminatory behavior, even if there is no reason for such behavior in terms of the individual’s own interest. I don’t challenge that conclusion; but I question an implicit assumption which is suggested by the experimental setup and by the language used by Tajfel in describing the experiment. The assumption is that an initially coherent group will typically (...) experience division as a result of outside influence. A totally different picture of the situation and totally different social policy recommendations will follow if we believe instead that groups are evolving structures, and specifically structures that constantly and autonomously come into conflict with themselves. (shrink)

Can large language models be trained to produce philosophical texts that are difficult to distinguish from texts produced by human philosophers? To address this question, we fine-tuned OpenAI's GPT-3 with the works of philosopher Daniel C. Dennett as additional training data. To explore the Dennett model, we asked the real Dennett ten philosophical questions and then posed the same questions to the language model, collecting four responses for each question without cherry-picking. We recruited 425 participants to distinguish Dennett's (...) answer from the four machine-generated answers. Experts on Dennett's work (N = 25) succeeded 51% of the time, above the chance rate of 20% but short of our hypothesized rate of 80% correct. For two of the ten questions, the language model produced at least one answer that experts selected more frequently than Dennett's own answer. Philosophy blog readers (N = 302) performed similarly to the experts, while ordinary research participants (N = 98) were near chance distinguishing GPT-3's responses from those of an "actual human philosopher". (shrink)

The issue of hate speech is widely present in the Balkan Peninsula and although it has a serious impact in inter-ethnic and inter-religious relations, it has never been addressed properly by the academia or the judicial systems. This paper aims to outline the main principles that define hate speech from the linguistic and legal perspective. Throughout the paper several international cases of hate speech are cited along with the measures that western European countries take in order to minimize the level (...) of stereotypes and public discrimination. In the second part, the paper brings examples from degrading hate speech cases coming from public figures in Macedonia. In addition, a few comparative cases from the international practice have been cited in order to perceive if an egalitarian society is possible in Macedonia from the aspect of language usage without the hatred constituents by aiming to develop an acceptable public discourse for all. (shrink)

This paper offers the first philosophical analysis of a form of artificial intelligence (AI) which the author calls facial profiling technology (FPT). FPT is a type of facial analysis technology designed to predict criminal behavior based solely on facial structure. Marketed for use by law enforcement, face classifiers generated by the program can supposedly identify murderers, thieves, pedophiles, and terrorists prior to the commission of crimes. At the time of this writing, an FPT company has a contract with the United (...) States federal government. After recounting how FPT resurrects the same moral problems associated with the pseudoscience of physiognomy, the author of this manuscript develops and defends the ‘Liberal Argument Against Facial Discrimination’ (LAAFD), which concludes that government use of FPT poses a significant risk of violating the classical liberal value of equality before the law by committing unjust discrimination against groups of people whose faces happen to match FPT classifiers. A key move in the argument suggests how a future scenario that results in widespread discrimination based solely on facial structure could be as unjustified and harmful, mutatis mutandis, as similar discrimination based solely on racial background. In the final section, the author of this paper develops prima facie policy proposals designed to protect classical liberal values if FPT is to be utilized by governments in liberal democratic societies. (shrink)

The present study examined the relationship between left–right discrimination (LRD) performance and handedness, sex and cognitive abilities. In total, 31 men and 35 women – with a balanced ratio of left-and right-handers – completed the Bergen Left–Right Discrimination Test. We found an advantage of left-handers in both identifying left hands and in verifying “left” propositions. A sex effect was also found, as women had an overall higher error rate than men, and increasing difficulty impacted their reaction time more (...) than it did for men. Moreover, sex interacted with handedness and manual preference strength. A negative correlation of LRD reaction time with visuo-spatial and verbal long-term memory was found independently of sex, providing new insights into the relationship between cognitive skills and performance on LRD. (shrink)

Previous studies suggest a relationship between second-language learning and voice recognition processes, but the nature of such relation remains poorly understood. The present study investigates whether phoneme learning relates to voice recognition. A group of bilinguals that varied in their discrimination of a second-language phoneme contrast participated in this study. We assessed participants’ voice recognition skills in their native language at the behavioral and brain electrophysiological levels during a voice-avatar learning paradigm. Second-language phoneme discrimination (...) positively correlated with behavioral and brain measures of voice recognition. At the electrophysiological level, correlations were present at two time windows and are interpreted within the dual-process model of recognition memory. The results are relevant to understanding the processes involved in language learning as they show a common variability for second-language phoneme and voice recognition processes. (shrink)

Judges wield enormous power in modern society and it is not surprising that scholars have long been interested in how judges think. The purpose of this article is to examine how US judges reason on language issues. To understand how courts decide on comprehension of constitutional rights by speakers with Limited English Proficiency (LEP), I analyzed 460 judicial opinions on appeals from LEP speakers, issued between 2000 and 2020. Two findings merit particular attention. Firstly, the analysis revealed that in (...) 36% of the interrogations, LEP speakers were advised of their rights only in English. This means that two decades after the Executive Order 13166 (2000) _Improving Access to Services for Persons with Limited English Proficiency_, law enforcement still doesn’t have adequate resources to advise LEP speakers of their constitutional rights in their primary languages. Secondly, the analysis revealed that some courts treat second language proficiency as an all-or-none phenomenon. This approach results in linguistic discrimination against LEP speakers who cannot comprehend legal language but are denied the services of an interpreter because they can answer basic questions in English. I end the discusson with recommendations for best practices in delivery of constitutional rights. (shrink)

The verb to legitimate is often used in political discourse in a way that is prima facie perplexing. To wit, it is often said that an actor legitimates a practice which is officially prohibited in the relevant context – for example, that a worker telling sexist jokes legitimates sex discrimination in the workplace. In order to clarify the meaning of statements like this, and show how they can sometimes be true and informative, we need an explanation of how something (...) that is officially illegitimate can have a kind of ersatz legitimacy conferred on it, and how this can occur even when the actor ‘doing the legitimating’ lacks formal authority. I examine one putative explanation centred around the phenomenon of normalization, and I highlight some advantages that this account has in comparison to an alternative explanation, one that makes reference to the phenomenon of licensed authority. (shrink)

Mental model construction is supposed to be a useful cognitive devise for learning. Beyond human capacity of constructing mental models, scientists construct complex explanations about phenomena, named scientific or theoretical models. In this work we revisit three vissions: the first one concern about the polisemic term “model”. Our proposal is to discriminate between “mental models” and “explicit models”, being the former those “imaginistic” ideas constructed in scientists’—o teachers—minds, and the latter those teaching devices expressed in different languages that tend to (...) communicate any “scientific model”. From this point of view, the class is considered a place where teachers’ mental models should be learned by novice students by decoding their teaching devices which are expressed in different languages. Other proposal of this work claims to distinguish the term “representation” with respect to its artistical or instrumental origin, highlighting that they are types of teaching devices and that artistical representations are always analogies. Finally, data about the construction of freshmen’s wrong mental models related to the use of the analogy between the chemical combustion and the global process of cellular respiration from glucose is presented to reinforce previous epistemological reflections. (shrink)