Results for 'Generics'

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  1. The Problem of Generics in LLM Training.Becca Smith & Alexander Tolbert - 2025 - Facct '25: Proceedings of the 2025 Acm Conference on Fairness, Accountability, and Transparency:1275-1280.
    Pejorative or harmful stereotypical language appears in large language model (LLM) outputs, and despite various mitigation approaches — such as reinforcement learning from human feedback (RLHF) or manual fixes after red teaming — these issues persist. This paper argues that generics, which are generalizations lacking explicit quantification (e.g., statements like “mosquitoes carry malaria” or “birds lay eggs”), contribute significantly to these harmful stereotypes. Whereas humans naturally contextualize and quantify such generalizations (e.g., discerning that only female birds lay eggs), LLMs (...)
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  2. The Meaning of Generics.Rachel Katharine Sterken - 2017 - Philosophy Compass 12 (8):e12431.
    This article discusses recent theories of the meaning of generics. The discussion is centred on how the theories differ in their approach to addressing the primary difficulty in providing a theory of generic meaning: The notoriously complex ways in which the truth conditions of generics seem to vary. In addition, the article summarizes considerations for and against each theory.
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  3.  93
    The Flaw of Generics.Katja Maria Vogt - 2025 - History of Philosophy & Logical Analysis 29 (1):55-77.
    The truth of generics such as ‘ducks lay eggs’ is often taken to be intuitive. For the Stoics, this intuition is flawed. Qua thoughts, they argue, generics are neither true nor false. Qua utterances, generics are not bivalently truth-apt. The Stoics ascribe the following flaw to generics: generics predicate something of a kind that is only true of some instances of the kind and that can only be predicated of ‘somethings.’ Given the Stoic rejection of (...)
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  4. Should We Use Racial and Gender Generics?Katherine Ritchie - 2019 - Thought: A Journal of Philosophy 8 (1):33-41.
    Recently several philosophers have argued that racial, gender, and other social generic generalizations should be avoided given their propensity to promote essentialist thinking, obscure the social nature of categories, and contribute to oppression. Here I argue that a general prohibition against social generics goes too far. Given that the truth of many generics require regularities or systematic rather than mere accidental correlations, they are our best means for describing structural forms of violence and discrimination. Moreover, their accuracy, their (...)
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  5. What’s Positive and Negative about Generics: A Constrained Indexical Approach.Junhyo Lee & Anthony Nguyen - 2022 - Philosophical Studies 179 (5):1739-1761.
    Nguyen argues that only his radically pragmatic account and Sterken’s indexical account can capture what we call the positive data. We present some new data, which we call the negative data, and argue that no theory of generics on the market is compatible with both the positive data and the negative data. We develop a novel version of the indexical account and show that it captures both the positive data and the negative data. In particular, we argue that there (...)
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  6.  52
    Teleological generics.Joanna Korman & Sangeet Khemlani - 2020 - Cognition 200 (C):104157.
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  7. Ceteris Paribus Laws: Generics and Natural Kinds.Bernhard Nickel - 2010 - Philosophers' Imprint 10.
    Ceteris Paribus (cp-)laws may be said to hold only “other things equal,” signaling that their truth is compatible with a range of exceptions. This paper provides a new semantic account for some of the sentences used to state cp-laws. Its core approach is to relate these laws to natural language on the one hand — by arguing that cp-laws are most naturally expressed with generics — and to natural kinds on the other — by arguing that the semantics of (...)
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  8. Exceptions to generics: Where vagueness, context dependence and modality interact.Yael Greenberg - 2007 - Journal of Semantics 24 (2):131-167.
    This paper deals with the exceptions-tolerance property of generic sentences with indefinite singular and bare plural subjects (IS and BP generics, respectively) and with the way this property is connected to some well-known observations about felicity differences between the two types of generics (e.g. Lawler's 1973, Madrigals are popular vs. #A madrigal is popular). I show that whereas both IS and BP generics tolerate exceptional and contextually irrelevant individuals and situations in a strikingly similar way, which indicates (...)
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  9.  59
    Generics and Alternatives.Arnold Kochari, Robert Van Rooij & Katrin Schulz - 2020 - Frontiers in Psychology 11.
  10. Generics and Quantified Generalizations: Asymmetry Effects and Strategic Communicators.Kevin Reuter, Eleonore Neufeld & Guillermo Del Pinal - 2025 - Cognition 256 (C):106004.
    Generic statements (‘Tigers have stripes’) are pervasive and developmentally early-emerging modes of generalization with a distinctive linguistic profile. Previous experimental work suggests that generics display a unique asymmetry between the prevalence levels required to accept them and the prevalence levels typically implied by their use. This asymmetry effect is thought to have serious social consequences: if speakers use socially problematic generics based on prevalence levels that are systematically lower than what is typically inferred by their recipients, then using (...)
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  11. How language shapes our minds: On the relationship between generics, stereotypes and social norms.Leda Berio & Kristina Musholt - 2022 - Mind and Language 38 (4):944-961.
    In this article, we discuss the role of labels and generics referring to social kinds in mindshaping practices, arguing that they promote generalizations that foster essentialist thinking and carry a normative force. We propose that their cognitive function consists in both contributing to the formation and reinforcement of schemata and scripts for social interaction and in activating these schemata in specific social situations. Moreover, we suggest that failure to meet the expectations engendered by these schemata and scripts leads to (...)
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  12. Giving Generic Language Another Thought.Eleonore Neufeld, Annie Bosse, Guillermo Del Pinal & Rachel Sterken - 2025 - WIREs Cognitive Science 16.
    According to an influential research program in cognitive science, philosophy, and linguistics, there is a deep, special connection between generics and pernicious aspects of social cognition such as stereotyping. Specifically, generics are thought to exacerbate our propensity to essentialize, lead us to overgeneralize based on scarce evidence, and lead to other epistemically dubious patterns of inference. Recently, however, several studies have put empirical and theoretical pressure on some of the main tenets of this research program. The goal of (...)
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  13. The Generic Book.Greg N. Carlson & Francis Jeffry Pelletier (eds.) - 1995 - University of Chicago Press.
    In an attempt to address the theoretical gap between linguistics and philosophy, a group of semanticists, calling itself the Generic Group, has worked to develop a common view of genericity. Their research has resulted in this book, which consists of a substantive introduction and eleven original articles on important aspects of the interpretation of generic expressions. The introduction provides a clear overview of the issues and synthesizes the major analytical approaches to them. Taken together, the papers that follow reflect the (...)
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  14.  22
    Generics in invariant subsets of the group of order preserving permutations of Q.M. Drzewiecka, A. Ivanov & B. Mokry - 2025 - Annals of Pure and Applied Logic 176 (8):103585.
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  15. Falsifying generic stereotypes.Olivier Lemeire - 2020 - Philosophical Studies 178 (7):2293-2312.
    Generic stereotypes are generically formulated generalizations that express a stereotype, like “Mexican immigrants are rapists” and “Muslims are terrorists.” Stereotypes like these are offensive and should not be asserted by anyone. Yet when someone does assert a sentence like this in a conversation, it is surprisingly difficult to successfully rebut it. The meaning of generic sentences is such that they can be true in several different ways. As a result, a speaker who is challenged after asserting a generic stereotype can (...)
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  16. Reconceptualising the Psychological Theory of Generics.Tom Ralston - 2024 - Philosophical Studies 181 (11):2973-2995.
    Generics have historically proven difficult to analyse using the tools of formal semantics. In this paper, I argue that an influential theory of the meaning of generics due to Sarah-Jane Leslie, the Psychological Theory of Generics, is best interpreted not as a theory of their meaning, but as a theory of the psychological heuristics that we use to judge whether or not generics are true. I argue that Leslie’s methodology is not well-suited to producing a theory (...)
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  17. Weak generics.Mahrad Almotahari - 2022 - Analysis 82 (3):405-409.
    Some generic sentences seem to be true despite the fact that almost all the members of the relevant kind are exceptions. It’s controversial whether generics of this type express relatively weak generalizations or relatively strong ones. If the latter, then we’re systematically mistaken about their truth, but they make no trouble for our semantic theorizing. In this brief note, I present several arguments for the former: sentences of the relevant type are weak generics.
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  18. Generics in Use.Annie Bosse - 2021 - Dissertation, University of Cambridge
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  19.  46
    Genetics and generics.Rajeev R. Dutta - 2025 - Synthese 206 (3):113.
    I argue that generic generalizations expressed in language (hereafter “generics”) are not to blame in cases of prejudicial reasoning and treatment that involve them. I introduce four cases in which generics based plausibly on genetic associations (i.e., “genetic generics,” which are prima facie most susceptible to essentialism in that they suggest an inherent cause of a property or effect) serve as motivation for prejudicial behavior. I then argue for three claims. First, I argue that generics do (...)
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  20. Generics as Expectations: Typicality and Diagnosticity.Peter Gärdenfors & Matías Osta-Vélez - 2025 - Ratio 38 (1):16-26.
    Generic statements play a crucial role in concept learning, communication and education. Despite many efforts, the semantics of generics remain a controversial issue, as they do not seem to fit our standard theories of meaning. In this article, we attempt to shed light on this problem by focusing on how these sentences function in reasoning. Drawing on a distinction between property and diagnostic generics, we defend three theses: First, property generics are not about facts but express relations (...)
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  21.  48
    Biological functions, generics, and explanation.Thomas Marré - 2025 - Synthese 206 (1):1-25.
    Biological function ascriptions are often thought to present distinctive philosophical puzzles: they screen off a part’s purpose from merely accidental effects of its presence and they provide a certain kind of explanation. I propose a naive, ahistorical account of functions to resolve these puzzles: the function of a part is what it does. We can help ourselves to this view if we understand function statements as generics. It is, I argue, then their generic form that is responsible for screening (...)
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  22. Simple Generics.David Liebesman - 2010 - Noûs 45 (3):409-442.
    Consensus has it that generic sentences such as “Dogs bark” and “Birds fly” contain, at the level of logical form, an unpronounced generic operator: Gen. On this view, generics have a tripartite structure similar to overtly quantified sentences such as “Most dogs bark” and “Typically, birds fly”. I argue that Gen doesn’t exist and that generics have a simple bipartite structure on par with ordinary atomic sentences such as “Homer is drinking”. On my view, the subject terms of (...)
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  23. Generics are not quantificational: A new path from language models to semantic theory.Gustavo Cilleruelo Calderón, Mahrad Almotahari, Emily Allaway, Barry Haddow & Alexandra Birch - forthcoming - Findings of the Association for Computational Linguistics.
    Generic sentences express generalizations that tolerate exceptions without explicitly communicating information about quantities. Whether generics semantically encode information about quantities implicitly is controversial. This work takes a large-scale distributional approach to the semantic debate. It compares thousands of naturally occurring generics and quantificational sentences using language-model probabilities. It shows that language models recover many semantic facts about quantifiers. It also shows that they recover semantic facts about surface distributional differences between generics and their "quantificational counterparts". Accordingly, and (...)
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  24. Generics as instructions.Samia Hesni - 2021 - Synthese 199 (5-6):12587-12602.
    Generic claims like ‘women stay home and raise children’ and ‘boys don’t cry’ are normative generics: generic claims that express a norm. The truth conditions of normative generics are even harder to account for than those for more descriptive generics like ‘ducks lay eggs.’ Until recently, such generics were treated as deviant and thus not accounted for in standard accounts of generics. But recent work on the semantics and pragmatics of normative generics has changed (...)
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  25.  88
    Generics.Federico Cella & Martina Rosola - 2025 - Oxford Bibliographies in Philosophy.
    Generics have been a vividly debated topic since the 1970s. Several aspects make them especially interesting, from their ubiquity to their tricky truth-conditions, from their distinctive cognitive implications to their (still debated) harmfulness in the social domain. This annotated bibliography aims to provide a guide to the massive scholarship on generics ranging through different fields. In linguistics and philosophy of language, generics are subject to inquiries for a number of reasons (see Linguistic Overviews). First, no one specific (...)
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  26. Generic Statements Require Little Evidence for Acceptance but Have Powerful Implications.Andrei Cimpian, Amanda C. Brandone & Susan A. Gelman - 2010 - Cognitive Science 34 (8):1452-1482.
    Generic statements (e.g., “Birds lay eggs”) express generalizations about categories. In this paper, we hypothesized that there is a paradoxical asymmetry at the core of generic meaning, such that these sentences have extremely strong implications but require little evidence to be judged true. Four experiments confirmed the hypothesized asymmetry: Participants interpreted novel generics such as “Lorches have purple feathers” as referring to nearly all lorches, but they judged the same novel generics to be true given a wide range (...)
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  27. The Radical Account of Bare Plural Generics.Anthony Nguyen - 2020 - Philosophical Studies 177 (5):1303-1331.
    Bare plural generic sentences pervade ordinary talk. And yet it is extremely controversial what semantics to assign to such sentences. In this paper, I achieve two tasks. First, I develop a novel classification of the various standard uses to which bare plurals may be put. This “variety data” is important—it gives rise to much of the difficulty in systematically theorizing about bare plurals. Second, I develop a novel account of bare plurals, the radical account. On this account, all bare plurals (...)
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  28. Genericity.Ariel Cohen - 2022 - In Mark Aronoff, Oxford Research Encyclopedia of Linguistics. Oxford University Press. pp. 1-35.
    Generics are sentences such as Birds fly, which express generalizations. They are prevalent in speech, and as far as is known, no human language lacks generics. Yet, it is very far from clear what they mean. After all, not all birds fly—penguins don’t! There are two general views about the meaning of generics in the literature, and each view encompasses many specific theories. According to the inductivist view, a generic states that a sufficient number of individuals satisfy (...)
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  29. Generics and Metalinguistic Negotiation.David Plunkett, Rachel Katharine Sterken & Timothy Sundell - 2023 - Synthese 201 (50):1-46.
    In this paper, we consider how the notion of metalinguistic negotiation interacts with various theories of generics. The notion of metalinguistic negotiation we discuss stems from previous work from two of us (Plunkett and Sundell). Metalinguistic negotiations are disputes in which speakers disagree about normative issues concerning language, such as issues about what a given word should mean in the relevant context, or which of a range of related concepts a word should express. In a metalinguistic negotiation, speakers argue (...)
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  30. “Hillary Clinton is the Only Man in the Obama Administration”: Dual Character Concepts, Generics, and Gender.Sarah-Jane Leslie - 2015 - Analytic Philosophy 56 (2):111-141.
  31. Generic Language for Social and Animal Kinds: An Examination of the Asymmetry Between Acceptance and Inferences.Federico Cella, Kristan A. Marchak, Claudia Bianchi & Susan A. Gelman - 2022 - Cognitive Science 46 (12):e13209.
    Generics (e.g., “Ravens are black”) express generalizations about categories or their members. Previous research found that generics about animals are interpreted as broadly true of members of a kind, yet also accepted based on minimal evidence. This asymmetry is important for suggesting a mechanism by which unfounded generalizations may flourish; yet, little is known whether this finding extends to generics about groups of people (heretofore, “social generics”). Accordingly, in four preregistered studies (n = 665), we tested (...)
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  32. Generics in science communication: Misaligned interpretations across laypeople, scientists, and large language models.Uwe Peters, Andrea Bertazzoli, Jasmine M. DeJesus, Gisela J. van der Velden & Benjamin Chin-Yee - forthcoming - Public Understanding of Science.
    Scientists often use generics, that is, unquantified statements about whole categories of people or phenomena, when communicating research findings (e.g., “statins reduce cardiovascular events”). Large language models (LLMs), such as ChatGPT, frequently adopt the same style when summarizing scientific texts. However, generics can prompt overgeneralizations, especially when they are interpreted differently across audiences. In a study comparing laypeople, scientists, and two leading LLMs (ChatGPT-5 and DeepSeek), we found systematic differences in interpretation of generics. Compared to most scientists, (...)
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  33. Generic Animalism.Andrew M. Bailey & Peter van Elswyk - 2021 - Journal of Philosophy 118 (8):405-429.
    The animalist says we are animals. This thesis is commonly understood as the universal generalization that all human persons are human animals. This article proposes an alternative: the thesis is a generic that admits of exceptions. We defend the resulting view, which we call ‘generic animalism’, and show its aptitude for diagnosing the limits of eight case-based objections to animalism.
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  34. Between Logic and the World: An Integrated Theory of Generics.Bernhard Nickel - 2016 - Oxford, GB: Oxford University Press UK.
    Bernhard Nickel presents a theory of generic sentences and the kind-directed modes of thought they express. The theory closely integrates compositional semantics with metaphysics to solve the problem that generics pose: what do generics mean? Generic sentences are extremely simple, yet if there are patterns to be discerned in terms of which are true and which are false, these patterns are subtle and complex. Ravens are black, and lions have manes: statistical measures cannot do justice to the facts, (...)
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  35. Normative generics and social kind terms.Samia Hesni - 2024 - Inquiry: An Interdisciplinary Journal of Philosophy 67 (9):3216-3239.
    Generic statements are commonly expressed using the bare plural – ‘tigers are striped’ – or the indefinite singular – ‘a tiger is striped’. Notoriously, some generics can be expressed using the bare plural locution, but not the indefinite singular; bare plural generics and indefinite singular generics pattern differently. I explore this phenomenon as it applies to normative generic statements: expressions like boys don’t cry, women are kind and nurturing, children are seen and not heard – that convey (...)
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  36. Are generics especially pernicious?Jennifer Saul - 2023 - Inquiry: An Interdisciplinary Journal of Philosophy 66 (9):1689-1706.
    Against recent work by Haslanger and Leslie, I argue that we do not yet have good reason to think that we should single out generics about social groups out as peculiarly destructive, or that we should strive to eradicate them from our usage. Indeed, I suggest they continue to serve a very valuable purpose and we should not rush to condemn them.
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  37. Generic essence, objectual essence, and modality.Fabrice Correia - 2006 - Noûs 40 (4):753–767.
    When thinking about the notion of essence or of an essential feature, philosophers typically focus on what I will call the notion of objectual essence. The main aim of this paper is to argue that beside this familiar notion stands another one, the notion of generic essence, which contrary to appearance cannot be understood in terms of the familiar notion, and which also fails to be correctly characterized by certain other accounts which naturally come to mind as well. Some of (...)
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  38.  74
    The Logic and Normative Force of Dual-Character Generics: Towards a Theoretical Model for the Study of Normatively Shifted Predications.Aleksandra Kowalewska-Buraczewska - 2020 - Studies in Logic, Grammar and Rhetoric 61 (1):113-126.
    This paper investigates the relationship between generic statements and the expression, transmission and persistence of social norms. The author presents the concept of normativity and its importance in the decision-making process in the context of social reality and social norms that comprise it (Bicchieri, 2006, 2016; Bicchieri et al., 2018). The paper analyses the idea of “what is normal” (Haslanger, 2014) to show how social norms are triggered by particular generic constructions relating to “social kinds”, represented by noun phrases denoting (...)
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  39.  97
    Genericity.Alda Mari, Claire Beyssade & Fabio Del Prete (eds.) - 2012 - Oxford: Oxford University Press.
    This book provides an up-to-date introduction to the study of generics and pursues the enterprise of the influential Generic Book edited by Gregory Carlson and Jeffry Pelletier, which was published in 1995. Genericity is a key notion in the study of human cognition as it reveals our capacity to organize our perceived reality into classes and to describe regularities. The generic can be expressed at the level of a word or phrase (ie the potato in The Irish economy became (...)
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  40. Generics revisited: Analyzing generalizations in children’s books and caregivers’ speech.Sunny Yu, Alvin Tan, Siying Zhang, Phillip Miao, Riley Carlson, Gerstenberg Tobias & David Rose - forthcoming - Proceedings of the Annual Meeting of the Cognitive Science Society.
    Generics, general statements about categories, are believed to transmit essentialist beliefs--the idea that things have a hidden true nature. Research suggests that people essentialize natural (biological and non-living) and social kinds, but not artifacts. Previous studies using small datasets found that generics are often used to describe animate beings in speech to children. Using a larger corpus of children's books and parent speech, we examined a wider range of kinds and generalizing statements (including habituals and universals). Our results (...)
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  41. Genericity sans Gen.John Collins - 2018 - Mind and Language 33 (1):34-64.
    Generics are exception-admitting generalisations, which find expression in apparently diverse linguistic forms. A standard claim is that there is a hidden linguistic unity to genericity in the form of a covert operator, Gen. This article surveys and rejects a range of considerations that purport to show Gen to be syntactically essential to the explanation of a range of linguistic phenomena connected to genericity. The conclusion reached is that genericity is not a specifically linguistic property insofar as it does not (...)
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  42. Generic one, arbitrary PRO, and the first person.Friederike Moltmann - 2006 - Natural Language Semantics 14 (3):257–281.
    The generic pronoun 'one' (or its empty counterpart, arbitrary PRO) exhibits a range of properties that show a special connection to the first person, or rather the relevant intentional agent (speaker, addressee, or described agent). The paper argues that generic 'one' involves generic quantification in which the predicate is applied to a given entity ‘as if’ to the relevant agent himself. This is best understood in terms of simulation, a central notion in some recent developments in the philosophy of mind (...)
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  43.  81
    Think Generic!: The Meaning and Use of Generic Sentences.Ariel Cohen - 1999 - Stanford: CSLI.
    Our knowledge about the world is often expressed by generic sentences, yet their meanings are far from clear. This book provides answers to central problems concerning generics: what do they mean? Which factors affect their interpretation? How can one reason with generics? Cohen proposes that the meanings of generics are probability judgments, and shows how this view accounts for many of their puzzling properties, including lawlikeness. Generics are evaluated with respect to alternatives. Cohen argues that alternatives (...)
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  44. Carving up the Social World with Generics.Sarah-Jane Leslie - 2014 - Oxford Studies in Experimental Philosophy.
  45. Generics: some (non) specifics.Anne Bosse - 2021 - Synthese 5:14383-14401.
    This paper is about an underappreciated aspect of generics: their non-specificity. Many uses of generics, utterances like ‘Seagulls swoop down to steal food’, express non-specific generalisations which do not specify their quantificational force or flavour. I consider whether this non-specificity arises as a by-product of context-sensitivity or semantic incompleteness but argue instead that generics semantically express non-specific generalisations by default as a result of quantifying existentially over more specific ones.
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  46. Concepts, analysis, generics and the canberra plan.Mark Johnston & Sarah-Jane Leslie - 2012 - Philosophical Perspectives 26 (1):113-171.
  47. Genericity and Inductive Inference.Henry Ian Schiller - 2023 - Philosophy of Science 90 (3):1-18.
    We are often justified in acting on the basis of evidential confirmation. I argue that such evidence supports belief in non-quantificational generic generalizations, rather than universally quantified generalizations. I show how this account supports, rather than undermines, a Bayesian account of confirmation. Induction from confirming instances of a generalization to belief in the corresponding generic is part of a reasoning instinct that is typically (but not always) correct, and allows us to approximate the predictions that formal epistemology would make.
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  48. Generic cognition: A neglected source of context sensitivity.Mahrad Almotahari - 2024 - Mind and Language 39 (4):472-491.
    What is the relationship between the claim that generics articulate psychologically primitive generalizations and the claim that they exhibit a unique form of context sensitivity? This article maintains that the two claims are compatible. It develops and defends an overlooked form of contextualism grounded in the idiosyncrasies of system 1 thought.
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  49. Generics and Epistemic Injustice.Martina Rosola & Federico Cella - 2020 - Ethical Theory and Moral Practice 23 (5):739-754.
    In this paper, we argue that, although neglected so far, there is a strong link between generics and testimonial injustice. Testimonial injustice is a form of epistemic injustice that “occurs when prejudice causes a hearer to give a deflated level of credibility to a speaker’s word”. Generics are sentences that express generalizations about a category or about its members without specifying what proportion of the category members possess the predicated property. We argue that generics are especially suited (...)
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  50.  93
    Generics.Bernhard Nickel - 2017 - In Bob Hale, Crispin Wright & Alexander Miller, A companion to the philosophy of language. Chichester, West Sussex, UK: Wiley-Blackwell. pp. 437–462.
    Generics exhibit genericity, and though a theory of generics is closely connected to a theory of genericity, the two are distinct. They raise a host of interesting linguistic and philosophical issues, both separately and in their interaction. This chapter begins with a fairly manifest phenomenon one can observe in natural language. There is a range of sentences that, speaking intuitively, one can use to talk about kinds. It argues that there's no simple statistical criterion that systematically captures the (...)
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