1,879 research outputs found

    The Sensitivity of Language Models and Humans to Winograd Schema Perturbations

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    Large-scale pretrained language models are the major driving force behind recent improvements in performance on the Winograd Schema Challenge, a widely employed test of common sense reasoning ability. We show, however, with a new diagnostic dataset, that these models are sensitive to linguistic perturbations of the Winograd examples that minimally affect human understanding. Our results highlight interesting differences between humans and language models: language models are more sensitive to number or gender alternations and synonym replacements than humans, and humans are more stable and consistent in their predictions, maintain a much higher absolute performance, and perform better on non-associative instances than associative ones. Overall, humans are correct more often than out-of-the-box models, and the models are sometimes right for the wrong reasons. Finally, we show that fine-tuning on a large, task-specific dataset can offer a solution to these issues.Comment: ACL 202

    On the stable discretization of strongly anisotropic phase field models with applications to crystal growth

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    We introduce unconditionally stable finite element approximations for anisotropic Allen--Cahn and Cahn--Hilliard equations. These equations frequently feature in phase field models that appear in materials science. On introducing the novel fully practical finite element approximations we prove their stability and demonstrate their applicability with some numerical results. We dedicate this article to the memory of our colleague and friend Christof Eck (1968--2011) in recognition of his fundamental contributions to phase field models.Comment: 20 pages, 8 figure

    Finite element methods for surface PDEs

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    In this article we consider finite element methods for approximating the solution of partial differential equations on surfaces. We focus on surface finite elements on triangulated surfaces, implicit surface methods using level set descriptions of the surface, unfitted finite element methods and diffuse interface methods. In order to formulate the methods we present the necessary geometric analysis and, in the context of evolving surfaces, the necessary transport formulae. A wide variety of equations and applications are covered. Some ideas of the numerical analysis are presented along with illustrative numerical examples

    Aspherical gravitational monopoles

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    We show how to construct non-spherically-symmetric extended bodies of uniform density behaving exactly as pointlike masses. These ``gravitational monopoles'' have the following equivalent properties: (i) they generate, outside them, a spherically-symmetric gravitational potential M/xxOM/|x - x_O|; (ii) their interaction energy with an external gravitational potential U(x)U(x) is MU(xO)- M U(x_O); and (iii) all their multipole moments (of order l1l \geq 1) with respect to their center of mass OO vanish identically. The method applies for any number of space dimensions. The free parameters entering the construction are: (1) an arbitrary surface Σ\Sigma bounding a connected open subset Ω\Omega of R3R^3; (2) the arbitrary choice of the center of mass OO within Ω\Omega; and (3) the total volume of the body. An extension of the method allows one to construct homogeneous bodies which are gravitationally equivalent (in the sense of having exactly the same multipole moments) to any given body.Comment: 55 pages, Latex , submitted to Nucl.Phys.

    Modeling Pauli measurements on graph states with nearest-neighbor classical communication

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    We propose a communication-assisted local-hidden-variable model that yields the correct outcome for the measurement of any product of Pauli operators on an arbitrary graph state, i.e., that yields the correct global correlation among the individual measurements in the Pauli product. Within this model, communication is restricted to a single round of message passing between adjacent nodes of the graph. We show that any model sharing some general properties with our own is incapable, for at least some graph states, of reproducing the expected correlations among all subsets of the individual measurements. The ability to reproduce all such correlations is found to depend on both the communication distance and the symmetries of the communication protocol.Comment: 9 pages, 2 figures. Version 2 significantly revised. Now includes a site-invariant protocol for linear chains and a proof that no limited communication protocol can correctly predict all quantum correlations for ring

    The PAAFID project:exploring the perspectives of autism in adult females among intellectual disability healthcare professionals

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    Purpose: The purpose of this paper is to explore the perspectives of healthcare professionals on autism in adult females with intellectual disability (ID), including regarding the gender ratio of autism, the clinical manifestation of autism in females, and the recognition, screening and diagnosis of autism. Design/methodology/approach: The questionnaire was developed following a review of the relevant literature and distributed to professionals within three healthcare trusts as well as members of two clinical research groups. The questionnaire was completed by 80 ID healthcare professionals. Data were aggregated and analysed using Microsoft Excel. Findings: ID healthcare professionals had a lack of recognition of the smaller gender ratio of autism in patients with ID as compared to those without ID. Most respondents reported believing that autism manifests differently in females; with women demonstrating a greater ability to mask their symptoms. A considerable proportion of participants reported feeling less confident in recognising, screening and diagnosing autism in female patients, with many endorsing a wish for additional training in this area. Practical implications: These findings suggest that ID healthcare professionals are keen to improve their skills in providing services for women with autism. Training programmes at all levels should incorporate the specific needs of women with ASD, and individual professionals and services should actively seek to address these training needs in order to promote best practice and better outcomes for women with autism. Originality/value: This is the first published questionnaire exploring the perspectives of healthcare professionals regarding autism in adult females with ID
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