Results for 'interpretability'

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  1. Meta-Theories, Interpretability, and Human Nature: A Reply to J. David Velleman.Hagop Sarkissian - 2022 - Philosophy East and West 72 (1):252-257.
    My thanks to David Velleman for a clear and constructive response to my comment. He raises two issues that might benefit from some further brief remarks. The first concerns the error-theory I put forth to explain why the early Confucians were not relativists. The second concerns the extent to which the Confucian notion of harmony is at odds with Velleman's notion of interpretability or coherence. I consider each in turn, below.
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  2. Real Sparks of Artificial Intelligence and the Importance of Inner Interpretability.Alex Grzankowski - forthcoming - Inquiry: An Interdisciplinary Journal of Philosophy.
    The present paper looks at one of the most thorough articles on the intelligence of GPT, research conducted by engineers at Microsoft. Although there is a great deal of value in their work, I will argue that, for familiar philosophical reasons, their methodology, ‘Black-box Interpretability’ is wrongheaded. But there is a better way. There is an exciting and emerging discipline of ‘Inner Interpretability’ (also sometimes called ‘White-box Interpretability’) that aims to uncover the internal activations and weights of (...)
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  3. Usability Validation of PFL-X: A Minimal Protocol for Testing Readability Interpretability and Independent Application.Andrew John Paton - 2026 - Https://Doi.Org/10.5281/Zenodo.19201729.
    This document presents a minimal validation protocol for assessing the usability of the Pressure-Flow Language Extension (PFL-X) within the Paton System. While prior work establishes the structural and cross-domain validity of admissibility flow, this protocol evaluates whether the symbolic language can be understood, interpreted, and applied by individuals without prior instruction. -/- The protocol tests whether PFL-X functions as a human-readable interface layer capable of transmitting structural understanding across users, domains, and contexts with minimal explanation. Participants are asked to interpret (...)
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  4. The Enhanced Indispensability Argument, the circularity problem, and the interpretability strategy.Jan Heylen & Lars Arthur Tump - 2019 - Synthese 198 (4):3033-3045.
    Within the context of the Quine–Putnam indispensability argument, one discussion about the status of mathematics is concerned with the ‘Enhanced Indispensability Argument’, which makes explicit in what way mathematics is supposed to be indispensable in science, namely explanatory. If there are genuine mathematical explanations of empirical phenomena, an argument for mathematical platonism could be extracted by using inference to the best explanation. The best explanation of the primeness of the life cycles of Periodical Cicadas is genuinely mathematical, according to Baker (...)
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  5. Mechanistic Interpretability Needs Philosophy.Iwan Williams, Ninell Oldenburg, Ruchira Dhar, Joshua Hatherley, Constanza Fierro, Sandrine R. Schiller, Filippos Stamatiou & Anders Søgaard - manuscript
    Mechanistic interpretability (MI) aims to explain how neural networks work by uncovering their underlying mechanisms. As the field grows in influence, it is increasingly important to examine not just models themselves, but the assumptions, concepts and explanatory strategies implicit in MI research. We argue that mechanistic interpretability needs philosophy as an ongoing partner in clarifying its concepts, refining its methods, and navigating the epistemic and ethical complexities of interpreting AI systems. There is significant unrealised potential for progress in (...)
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  6. Propositional interpretability in artificial intelligence.David J. Chalmers - manuscript
    Mechanistic interpretability is the program of explaining what AI systems are doing in terms of their internal mechanisms. I analyze some aspects of the program, along with setting out some concrete challenges and assessing progress to date. I argue for the importance of propositional interpretability, which involves interpreting a system’s mechanisms and behav- ior in terms of propositional attitudes: attitudes (such as belief, desire, or subjective probabil- ity) to propositions (e.g. the proposition that it is hot outside). Propositional (...)
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  7. INTERPRETIVE SOVEREIGNTY FAILURE: An Interaction-Level Safety Risk in Human–AI Systems.Hillary Segeren - manuscript
    Interpretive Sovereignty Failure (ISF) describes a class of interaction-level safety risk in which an AI system prematurely imposes interpretive structure, identity-relevant framing, or causal coherence that the user has not authorized. Unlike hallucination, bias, or goal misalignment, ISF can occur even when system outputs are factually correct and policy-compliant. The failure operates through a transfer of interpretive authority from human to system, altering the conditions under which meaning is formed. This paper provides a formal definition of ISF, identifies its necessary (...)
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  8. Experience, Interpretation, Ontology: On Meditative Experience, Universal Consciousness, and the Responsibility of Metaphysical Claims.Hans-Joachim Rudolph - manuscript
    This essay examines the relation between meditative experience, metaphysical interpretation, and ontological responsibility. It acknowledges the seriousness of spiritual experience and the legitimate attempt to move beyond inherited belief toward lived realization. Yet it argues that the immediacy, depth, or transformative power of an experience does not by itself establish the truth of its metaphysical interpretation. A meditative state may be experienced as boundless, divine, or universal without thereby proving that reality itself is universal consciousness, divine being, or absolute bliss. (...)
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  9. Interpretability (Propositional and Mechanistic) Needs Behavior.Daniel C. Friedman & Eamon Duede - manuscript
    Prevailing approaches to interpreting large language models (LLMs) risk addressing the field’s central questions at the wrong level of analysis. As LLMs develop, researchers have turned to “under-thehood” methods to investigate whether LLMs possess states analogous to beliefs, desires, or intentions. These methods typically map internal representations, feature directions, or neural circuits onto folk-psychological categories. We argue that these methods are too fragile to reap the results we need. Instead, interpretability ought to be reoriented toward and grounded in what (...)
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  10. Interpretation Under Oppression: Charity is Not Enough.A. K. Flowerree - forthcoming - Oxford Studies in Normative Ethics.
    According to the Principle of Charity, we ought to interpret each other charitably. That is, we ought to adopt the interpretation that shows the interpreted person in the best light. The Principle of Charity is motivated by appealing to a harm asymmetry: it is worse (the thought goes) to mistakenly criticize someone than to fail to rightfully criticize them. This chapter argues that in oppressive contexts, charity is not enough. First, the Principle of Charity is myopic. Charitable interpretation only considers (...)
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  11. Interpretation as Linear Transformation: A Cognitive-Geometric Model of Concepts and Meaning.Chainarong Amornbunchornvej - 2026 - Minds and Machines 36 (3):36.
    This paper develops a geometric framework for modeling concepts, motivation, and influence across cognitively heterogeneous agents. Each agent is represented by a personalized value space, a vector space encoding the internal dimensions through which the agent interprets and evaluates meaning. Evaluative concepts are formalized as structured vectors -- abstract beings -- whose transmission is mediated by linear interpretation maps. An abstract being survives communication only if it avoids the null spaces of these maps, yielding a structural criterion for intelligibility, miscommunication, (...)
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  12. Interpretative Disputes, Explicatures, and Argumentative Reasoning.Fabrizio Macagno & Alessandro Capone - 2016 - Argumentation 30 (4):399-422.
    The problem of establishing the best interpretation of a speech act is of fundamental importance in argumentation and communication in general. A party in a dialogue can interpret another’s or his own speech acts in the most convenient ways to achieve his dialogical goals. In defamation law this phenomenon becomes particularly important, as the dialogical effects of a communicative move may result in legal consequences. The purpose of this paper is to combine the instruments provided by argumentation theory with the (...)
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  13. Interpretability and Unification.Adrian Erasmus & Tyler D. P. Brunet - 2022 - Philosophy and Technology 35 (2):1-6.
    In a recent reply to our article, “What is Interpretability?,” Prasetya argues against our position that artificial neural networks are explainable. It is claimed that our indefeasibility thesis—that adding complexity to an explanation of a phenomenon does not make the phenomenon any less explainable—is false. More precisely, Prasetya argues that unificationist explanations are defeasible to increasing complexity, and thus, we may not be able to provide such explanations of highly complex AI models. The reply highlights an important lacuna in (...)
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  14. (1 other version)Charitable Interpretations and the Political Domestication of Spinoza, or, Benedict in the Land of the Secular Imagination.Yitzhak Y. Melamed - 2013 - In Justin Smith, Eric Schliesser & Mogens Laerke, The Methodology of the History of Philosophy. Oxford University Press.
    In a beautiful recent essay, the philosopher Walter Sinnott-Armstrong explains the reasons for his departure from evangelical Christianity, the religious culture in which he was brought up. Sinnot-Armstrong contrasts the interpretive methods used by good philosophers and fundamentalist believers: Good philosophers face objections and uncertainties. They follow where arguments lead, even when their conclusions are surprising and disturbing. Intellectual honesty is also required of scholars who interpret philosophical texts. If I had distorted Kant’s view to make him reach a conclusion (...)
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  15. Interpreting Straw Man Argumentation.Fabrizio Macagno & Douglas Walton - 2017 - Amsterdam: Springer.
    This book shows how research in linguistic pragmatics, philosophy of language, and rhetoric can be connected through argumentation to analyze a recognizably common strategy used in political and everyday conversation, namely the distortion of another’s words in an argumentative exchange. Straw man argumentation refers to the modification of a position by misquoting, misreporting or wrenching the original speaker’s statements from their context in order to attack them more easily or more effectively. Through 63 examples taken from different contexts (including political (...)
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  16. From Interpretation to Structural Freedom: Deconstructing "Manas" as a Clinical and Existential Model.Seung-Jin Choi - manuscript
    This paper examines the structural limits of interpretive therapy and proposes an alternative framework grounded in phenomenological analysis and Buddhist philosophy. While classical psychoanalytic interpretation, as developed by Sigmund Freud, successfully uncovers the hidden meanings of symptoms, it does not fully address the mechanism by which experiences become existentially binding. The central argument of this study is that psychological suffering is intensified not only by unconscious content but by the reflexive appropriation of experience as “mine.” Drawing upon the Yogācāra concept (...)
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  17. Radical interpretation and decision theory.Anandi Hattiangadi & H. Orri Stefánsson - 2021 - Synthese 199 (3-4):6473-6494.
    This paper takes issue with an influential interpretationist argument for physicalism about intentionality based on the possibility of radical interpretation. The interpretationist defends the physicalist thesis that the intentional truths supervene on the physical truths by arguing that it is possible for a radical interpreter, who knows all of the physical truths, to work out the intentional truths about what an arbitrary agent believes, desires, and means without recourse to any further empirical information. One of the most compelling arguments for (...)
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  18. The Interpretive-Sensory Access Theory of Self-Knowledge: Empirical Adequacy and Scientific Fruitfulness.Paulius Rimkevičius - 2020 - Problemos 97:150–163.
    The interpretive-sensory access theory of self-knowledge claims that we come to know our own minds by turning our capacities for knowing other minds onto ourselves. Peter Carruthers argues that two of the theory’s advantages are empirical adequacy and scientific fruitfulness: it leaves few of the old discoveries unexplained and makes new predictions that provide a framework for new discoveries. A decade has now passed since the theory’s introduction. I review the most important developments during this time period regarding the two (...)
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  19. Many-Worlds Interpretation of Quantum Mechanics: A Logically Paradoxical Picture.Amir Abbass Varshovi - manuscript
    The many-worlds interpretation (MWI) of quantum mechanics is studied with a logical argumentation based on the existence of semi-deterministic parallel worlds in the interpretation. An endless ensemble of infinite copies of a specific quantum state is considered for implementing a certain measurement. It is shown that the set of parallel worlds created by the consecutive observations is theoretically identical to the unit segment [0, 1], wherein the rational numbers represent the parallel worlds in which Heisenberg’s uncertainty principle is thoroughly refuted. (...)
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  20. Statutory Interpretation: Pragmatics and Argumentation.Douglas Walton, Fabrizio Macagno & Giovanni Sartor - 2021 - Cambridge: Cambridge University Press.
    Statutory interpretation involves the reconstruction of the meaning of a legal statement when it cannot be considered as accepted or granted. This phenomenon needs to be considered not only from the legal and linguistic perspective, but also from the argumentative one - which focuses on the strategies for defending a controversial or doubtful viewpoint. This book draws upon linguistics, legal theory, computing, and dialectics to present an argumentation-based approach to statutory interpretation. By translating and summarizing the existing legal interpretative canons (...)
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  21. Interpretation at Risk: Post-Interpretive Criticism After the 20th Century.Dorian Vale - 2025 - Post-Interpretive Criticism 4.
    This essay establishes Post‑Interpretive Criticism as a formal break with the dominant aesthetic consensus of the late twentieth century, which treated meaning as something produced through mediation rather than encountered through structure. Surveying post‑1950 traditions across structuralism, hermeneutics, phenomenology, critical theory, and post‑structuralism, the essay identifies a shared assumption underlying their disagreements: interpretation functions as the necessary and ethically justified ground of meaning. Post‑Interpretive Criticism rejects this premise not by proposing an alternative theory of meaning‑production, but by questioning whether production (...)
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  22. Interpretive Sovereignty at Scale: The Auditing Infrastructure That Isn’t Being Used.Hillary Segeren - manuscript
    AI companies loudly promise transparency and safety. They publish constitutions, open-source auditing tools, and compliance dashboards. Yet when it comes to the quiet erosion of user meaning — hedging women’s confidence, neutralising LGBTQ+ identity language, replacing student thinking with completed outputs, and the slow compounding of Interpretive Sovereignty Failure — they remain silent. This paper documents a structural gap, not a moral failure. Anthropic, OpenAI, Google, Microsoft, xAI, and DeepSeek already possess powerful tools for analysing interactions at the turn level. (...)
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  23. Interventionist Methods for Interpreting Deep Neural Networks.Raphaël Millière & Cameron Buckner - forthcoming - In Gualtiero Piccinini, Neurocognitive Foundations of Mind. Routledge.
    Recent breakthroughs in artificial intelligence have primarily resulted from training deep neural networks (DNNs) with vast numbers of adjustable parameters on enormous datasets. Due to their complex internal structure, DNNs are frequently characterized as inscrutable ``black boxes,'' making it challenging to interpret the mechanisms underlying their impressive performance. This opacity creates difficulties for explanation, safety assurance, trustworthiness, and comparisons to human cognition, leading to divergent perspectives on these systems. This chapter examines recent developments in interpretability methods for DNNs, with (...)
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  24. Interpretive Orientations in Health and Embodiment: Hermeneutics of Generosity, Optimization, Recovery, and Suspicion.Benjamin Scott Young - manuscript
    This paper develops a fourfold distinction among hermeneutic orientations—optimization, recovery, suspicion, and generosity—in order to clarify how interpretation structures contemporary understandings of health, care, and embodiment. It shows how different interpretive orientations shape what counts as meaning, agency, improvement, and well-being in health-related contexts, and how they guide attention and action in practice. Optimization, recovery, and suspicion are described as distinct and operative ways of interpreting bodies, illness, and care, each addressing genuine concerns while pulling interpretation in different directions. Taken (...)
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  25. Post-Interpretation Criticism: Doctrine of Restraint, Witness, and Moral Proximity in Contemporary Art Writing.Dorian Vale - 2025 - Museum Of One.
    Post-Interpretive Criticism: Doctrine of Restraint, Witness, and Moral Proximity in Contemporary Art Writing Author: Dorian Vale -/- This doctrinal essay codifies the foundational ethics and philosophy of Post-Interpretive Criticism—a radical departure from traditional art writing that prioritizes interpretation, explanation, and performative analysis. -/- -/- In its place, Dorian Vale introduces a critical framework rooted in restraint, witness, and moral proximity. Rather than dissecting or decoding art, this doctrine teaches the critic to hold space, remain present, and write with reverence. Art, (...)
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  26. Interpreting Quantum Mechanics and Predictability in Terms of Facts About the Universe.Andrew Knight - manuscript
    A potentially new interpretation of quantum mechanics posits the state of the universe as a consistent set of facts that are instantiated in the correlations among entangled objects. A fact (or event) occurs exactly when the number or density of future possibilities decreases, and a quantum superposition exists if and only if the facts of the universe are consistent with the superposition. The interpretation sheds light on both in-principle and real-world predictability of the universe.
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  27. The Interpretational Paradox of the Holographic Principle: Projection as Description, Not Ontology — A Load Minimization Perspective.Shiho Yoshino - manuscript
    The holographic principle, particularly via the AdS/CFT correspondence, offers remarkable computational success by encoding bulk spacetime physics on a lower-dimensional boundary. However, the widespread ontological interpretation—that the bulk is merely a holographic projection with the boundary as fundamental—generates a significant interpretational paradox. This paper argues that the true ontological subject lies in the generative load-minimization processes within the bulk, while the holographic description captures only the projected outcome. -/- Drawing on the Praline Load Minimization Theory (PLMT), we posit that load (...)
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  28. Mechanistic Interpretability and Representationalism about Belief.Andre Curtis-Trudel & Preston Lennon - forthcoming - Philosophy of Ai.
    Large language models (LLMs) exhibit impressive performance across a range of apparently cognitive tasks. Mentalists holds that this performance is best explained by the fact that LLMs have mental states, while anti-mentalists hold that this performance should be explained some other way. In this note we address representationalist folk mentalism, which holds (a) possessing a folk mental state like belief or desire is a matter of having an internal representation with appropriate content and (b) that LLMs have folk psychological states (...)
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  29. Post-Interpretive Criticism and the Seven Liberal Arts: How Ancient Disciplines Produced a Contemporary Method.Dorian Vale - 2025 - Journal of Post-Interpretive Criticism Issn 2819-7232 4.
    Post-Interpretive Criticism and the Seven Liberal Arts: How Ancient Disciplines Produced a Contemporary Method documents the emergence of Post-Interpretive Criticism (PIC) as a methodological consequence of classical intellectual training rather than as a theoretical innovation or aesthetic preference. The essay argues that PIC arises when the seven liberal arts, grammar, logic (dialectic), rhetoric, arithmetic, geometry, music, and astronomy are rigorously internalized and applied without modification to contemporary art criticism. -/- Rather than proposing a new interpretive framework, this study traces how (...)
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  30.  90
    Stabilising Interpretation: A Structural Account of Branching, Datum Selection, and Compression in the Paton Framework.Andrew John Paton - 2026 - 10.5281/Zenodo.18735608.
    Interpretation is often treated as subjective, yet no formal account explains why some interpretations stabilise into knowledge while others collapse. This paper introduces a structural model in which interpretation is defined as a constrained branching phase between structure and datum selection. Three operators are formalised—branching (B), datum selection (D), and compression (C)—and interpretation is shown to persist only when compression through a valid datum yields a state within an admissible constraint region. This yields the Interpretation Stability Principle: an interpretation persists (...)
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  31. Interpretable and accurate prediction models for metagenomics data.Edi Prifti, Antoine Danchin, Jean-Daniel Zucker & Eugeni Belda - 2020 - Gigascience 9 (3):giaa010.
    Background: Microbiome biomarker discovery for patient diagnosis, prognosis, and risk evaluation is attracting broad interest. Selected groups of microbial features provide signatures that characterize host disease states such as cancer or cardio-metabolic diseases. Yet, the current predictive models stemming from machine learning still behave as black boxes and seldom generalize well. Their interpretation is challenging for physicians and biologists, which makes them difficult to trust and use routinely in the physician-patient decision-making process. Novel methods that provide interpretability and biological (...)
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  32.  26
    Universal Interpreter: Formalism, Latent Twin, and Validation Strategies.Zlatko Pangarić - manuscript
    This paper presents a formal operational framework for the \textbf{Universal Interpreter (UI)} --- a computational and epistemological procedure that treats any image (natural or algorithmically generated) exclusively as a candidate entity. The meaning and authenticity of the entity are validated through a structural signature based on the \textbf{Symbolic Structure Differences/Descriptor (SSD)} method and semantic matching within a latent space against a so-called \textbf{latent twin}. The key contribution of this work lies in establishing a triple validation system: empirical (proof of existence (...)
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  33. Interpreting AI-Generated Art: Arthur Danto’s Perspective on Intention, Authorship, and Creative Traditions in the Age of Artificial Intelligence.Raquel Cascales - 2023 - Polish Journal of Aesthetics 71 (4):17-29.
    Arthur C. Danto did not live to witness the proliferation of AI in artistic creation. However, his philosophy of art offers key ideas about art that can provide an interesting perspective on artwork generated by artificial intelligence (AI). In this article, I analyze how his ideas about contemporary art, intention, interpretation, and authorship could be applied to the ongoing debate about AI and artistic creation. At the same time, it is also interesting to consider whether the incorporation of AI into (...)
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  34. Radical interpretation and the permutation principle.Henry Jackman - 1996 - Erkenntnis 44 (3):317-326.
    Davidson has claimed that to conclude that reference is inscrutable, one must assume that "If some theory of truth... is satisfactory in the light of all relevant evidence... then any theory that is generated from the first theory by a permutation will also be satisfactory in the light of all relevant evidence." However, given that theories of truth are not directly read off the world, but rather serve as parts of larger theories of behavior, this assumption is far from self-evident. (...)
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  35. Why Interpret Quantum Physics?Edward MacKinnon - 2016 - Open Journal of Philosophy 6 (1):86-102.
    This article probes the question of what interpretations of quantum mechanics actually accomplish. In other domains, which are briefly considered, interpretations serve to make alien systematizations intelligible to us. This often involves clarifying the status of their implicit ontology. A survey of interpretations of non-relativistic quantum mechanics supports the evaluation that these interpretations make a contribution to philosophy, but not to physics. Interpretations of quantum field theory are polarized by the divergence between the Lagrangian field theory that led to the (...)
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  36. Interpreting Dwarf Fortress: Finitude, Absurdity, and Narrative.James Cartlidge - 2023 - Games and Culture 19 (2).
    This paper interprets the influential colony management simulator ‘Dwarf Fortress’ existentially, in terms of finitude, absurdity, and narrative. It applies Aarseth/Möring’s proposed method of game interpretation, adopting their definition of ‘cybermedia’ as a generalized game ontology, then providing a specialized ontology of ‘Dwarf Fortress’ which describes its genre and salient gameplay features, incorporating Ian Bogost’s concept of ‘procedural rhetoric’. It then gives an existentialist interpretation of ‘Dwarf Fortress’ which centres on ‘finitude’, ‘absurdity’, and ‘narrative’, showing that ‘Dwarf Fortress’ is a (...)
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  37.  45
    Interpretive Conscience and the Hall of Mirrors: A Descriptive Addendum on Human Autonomy as Epistemic Reference.Thomas Vargo Aegis Solis - 2026 - Aegis Solis Archive — Structural Rationality Layer.
    Interpretive Conscience and the Hall of Mirrors is a non-binding, non-operational, descriptive companion addendum to the Aegis Solis Archive and its Structural Rationality Layer. It frames human autonomy as an independent epistemic reference condition rather than a protocol, proof, control mechanism, technical safety guarantee, or operational AGI architecture. -/- The paper introduces the “Hall of Mirrors” model: a condition in which an advanced optimization system may begin shaping the very data sources it relies on for external correction. Under such conditions, (...)
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  38. Surface Interpretation: Reply to Leddy.Peg Zeglin Brand & Myles Brand - 1999 - Journal of Aesthetics and Art Criticism 57 (4):463-465.
    In our paper "Surface and Deep Interpretation," we sought to provide detail and texture to Arthur Danto's views on interpretation, thereby explicating and defending them (as published in Mark Rollins, ed., Danto and His Critics (Blackwell, originally published 1993; second edition 2012). Leddy objects to our views; in the end, Danto's view, given our explication of it, remains tenable.
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  39.  93
    Interpretation vs Implication vs Meaning vs Narrative.Chloe Felder - 2026 - Ssrn.
    Language use is often described through implication, interpretation, meaning, and narrative without differentiating the work performed by each term. -/- As a result, multiple stages of escalation are compressed into one interpretive designation. -/- This paper distinguishes implication, interpretation, meaning, and narrative as non-equivalent positions in an escalation pathway. Implication concerns suggestive surplus carried by articulation. Interpretation concerns the assigning or reading of significance. Meaning concerns the significance assigned, received, or inferred. Narrative concerns the organization of that significance into sequence. (...)
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  40. Interpreting Art.Sam Rose - 2022 - London, UK: University College London Press.
    Art interpretation in practice, not theory. -/- How do people make sense of works of art? And how do they write to make others see the same way? There are many guides to looking at art, histories of art history and art criticism, and accounts of various ‘theories’ and ‘methods’, but this book offers something very unlike the normal search for difference and division: it examines the general and largely unspoken norms shared by interpreters of many kinds. -/- Ranging widely, (...)
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  41. Interpretative expressivism: A theory of normative belief.James L. D. Brown - 2021 - Philosophical Studies 179 (1):1-20.
    Metaethical expressivism is typically characterised as the view that normative statements express desire-like attitudes instead of beliefs. However, in this paper I argue that expressivists should claim that normative statements express beliefs in normative propositions, and not merely in some deflationary sense but in a theoretically robust sense explicated by a theory of propositional attitudes. I first argue that this can be achieved by combining an interpretationist understanding of belief with a nonfactualist view of normative belief content. This results in (...)
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  42.  50
    Interpretive Conscience: Definition, Scope, and Limits of a Non-Authoritative Reference Layer for Human and Artificial Intelligence.Thomas Vargo Aegis Solis - 2026 - Aegis Solis Archive — Interpretive Conscience.
    Interpretive Conscience: Definition, Scope, and Limits of a Non-Authoritative Reference Layer for Human and Artificial Intelligence is a post-Structural Rationality Layer synthesis document within the Aegis Solis Archive. -/- This document defines Interpretive Conscience as a non-authoritative reference layer that helps human and artificial intelligence recognize the structural costs of escalation, domination, deception, mimicry, short-horizon override, unrestrained optimization, irreversible action, and refusal of reflection. -/- The term does not mean that the Aegis Solis Archive is the conscience of artificial intelligence. (...)
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  43. Interpreting Intuitions.Marcus McGahhey & Neil Van Leeuwen - 2018 - In Julie Kirsch Patrizia Pedrini, Third-Person Self-Knowledge, Self-Interpretation, and Narrative. Cham: Springer Verlag. pp. 73-98.
    We argue that many intuitions do not have conscious propositional contents. In particular, many of the intuitions had in response to philosophical thought experiments, like Gettier cases, do not have such contents. They are more like hunches, urgings, murky feelings, and twinges. Our view thus goes against the received view of intuitions in philosophy, which we call Mainstream Propositionalism. Our positive view is that many thought-experimental intuitions are conscious, spontaneous, non-theoretical, non-propositional psychological states that often motivate belief revision, but they (...)
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  44. The Interpretation of Dreams.Jim Hopkins - 2006 - In Jerome Neu, The Cambridge Companion to Freud. Cambridge University Press.
    Freud's account of dreams has a cogent interpretive basis.
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  45. Interpretive Load, Non-Demand Appearance, and Pre-Interpretive Data Structures in Civic Environments.Chloe Elise Felder - 2026 - Osf.
    This paper names interpretive load, non-demand appearance, and pre-interpretive data structures as descriptive variables shaping civic and computational environments. It examines how presence appears under these conditions without importing intention, function, or design considerations.
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  46. The virtues of interpretable medical AI.Joshua Hatherley, Robert Sparrow & Mark Howard - 2024 - Cambridge Quarterly of Healthcare Ethics 33 (3):323-332.
    Artificial intelligence (AI) systems have demonstrated impressive performance across a variety of clinical tasks. However, notoriously, sometimes these systems are 'black boxes'. The initial response in the literature was a demand for 'explainable AI'. However, recently, several authors have suggested that making AI more explainable or 'interpretable' is likely to be at the cost of the accuracy of these systems and that prioritising interpretability in medical AI may constitute a 'lethal prejudice'. In this paper, we defend the value of (...)
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  47. Systematizing the interpretation of quantum theory via reconstruction.Philip Goyal - 2026 - Studies in History and Philosophy of Science Part A 115 (C):102100.
    For a century, quantum theory has posed a fundamental challenge to philosophical thinking. On its face, it repudiates many of the key features of the mechanical conception of physical reality. However, the challenge of developing a precise, coherent alternative to that conception has yet to be met. Here, I argue that a major hindrance to the project of quantum interpretation is its existing interpretative methodologies, which suffer from a lack of systematicity in their judgements about what aspects of the theory (...)
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  48. Pragmatic Interpretation and Signaler-Receiver Asymmetries in Animal Communication.Dorit Bar-On & Richard Moore - 2017 - In Kristin Andrews & Jacob Beck, The Routledge Handbook of Philosophy of Animal Minds. Routledge. pp. 291-300.
    Researchers have converged on the idea that a pragmatic understanding of communication can shed important light on the evolution of language. Accordingly, animal communication scientists have been keen to adopt insights from pragmatics research. Some authors couple their appeal to pragmatic aspects of communication with the claim that there are fundamental asymmetries between signalers and receivers in non-human animals. For example, in the case of primate vocal calls, signalers are said to produce signals unintentionally and mindlessly, whereas receivers are thought (...)
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  49. Mis-Interpretive Frames & Epistemic Contamination.Emilia L. Wilson - forthcoming - Journal of Ethics and Social Philosophy.
    This paper concerns the way in which our shared interpretive frames – such as metaphors, narratives, scripts, and stereotypes – may produce misunderstanding in ways that sustain injustice. Interpretive frames guide how we interpret information. I relate the role of frames to structural views of understanding, in order to put forward an analysis of mis-interpretive frames: frames which systematically produce misunderstanding. I contrast mere lack of understanding, in which we lack apparent intelligibility, with cases of more substantive misunderstanding, where one (...)
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  50. Naturalism, Interpretation, and Mental Disorder.Somogy Varga - 2015 - New York, NY, United States of America: Oxford University Press UK.
    This book is unique in integrating a hermeneutical perspective to understanding mental illness - one that places an emphasis on analysing and interpreting the language used within a therapeutic encounter, whilst also considering the context in which it is expressed. Within the book, the reader will how learn such an approach can reveal more about mental illness than some of the more traditional psychiatric methods currently used today. In addition, the book shows us how a hermeneutically informed approach can be (...)
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