How We Think About Human Nature: the Naturalizing Error
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Studying Political Bias Via Word Embeddings
Studying Political Bias via Word Embeddings Josh Gordon Marzieh Babaeianjelodar Jeanna Matthews Clarkson University jogordo,babaeim,[email protected] ABSTRACT 1 INTRODUCTION Machine Learning systems learn bias in addition to other patterns In 2016, Bolukbasi et al. [1] published an influential paper demon- from input data on which they are trained. Bolukbasi et al. pio- strating a method to quantify and remove gender bias that a ma- neered a method for quantifying gender bias learned from a corpus chine learning (ML) model learned from a corpus of human text. of text. Specifically, they compute a gender subspace into which This is important for revealing bias in human text as well as re- words, represented as word vectors, can be placed and compared ducing the impact biased ML systems can have on hiring, housing, with one another. In this paper, we apply a similar methodology and credit. In this paper, we explore how we might use a similar to a different type of bias, political bias. Unlike with gender bias, methodology to model other kinds of bias such as political bias. it is not obvious how to choose a set of definitional word pairs to As with gender, we begin as Bolukbasi et al. did with attempting compute a political bias subspace. We propose a methodology for to model political bias as simply two binary extremes along a single doing so that could be used for modeling other types of bias as well. axis. Neither gender nor political bias is as simple in the real world We collect and examine a 26 GB corpus of tweets from Republican as two points on a single axis, but we wanted to see how useful and Democratic politicians in the United States (presidential candi- this model could be in the case of political bias. -
Jerry Fodor · Why Pigs Don't Have Wings: the Case Against Natural Selection
This site uses cookies. By continuing to browse this site you are agreeing to our use of cookies. (More Information) × LOG IN REGISTER FOR ONLINE ACCESS Search the LRB LATEST ARCHIVE BOOKSHOP CONTACT US ABOUT THE LRB SUBSCRIBE INTRODUCTION BACK ISSUES CONTRIBUTORS CATEGORIES LETTERS AUDIO VIDEO Vol. 29 No. 20 · 18 October 2007 facebook214 twitter 14 share email letter cite print pages 19-22 | 5138 words ‘We are larger | smaller now at our Why Pigs Don’t Have Wings most unequal Jerry Fodor since 1940’ You are invited to read this free essay from the London Review of Books. Ben Rawlence Register for free and enjoy 24 hours of access to the entire LRB archive @ LRB blog Jerry Fodor has of over 12,500 essays and reviews. almost finished a book, with Zenon Pylyshyn, Die Meistersinger is, by Wagner’s standards, quite a cheerful opera. The action turns on comedy’s staple, the marriage plot: get the hero and the heroine safely and truly wed about the semantics of with at least a presumption of happiness ever after. There are cross-currents and mental representation. undercurrents that make Meistersinger’s libretto subtle in ways that the librettos of He teaches at Rutgers. operas usually aren’t. But for once Nietzsche is nowhere in sight and nobody dies; the territory is closer to The Barber of Seville than to The Ring. Yet, in the first scene of Act 3, the avuncular Hans Sachs, whose benevolent interventions smooth the lovers’ MORE BY THIS CONTRIBUTOR course, delivers an aria of bitter reflection on the human condition. -
Qanon • 75 Years of the Bomb • Vaccine History • Raising
SQANON • K75 YEARS OF ETHE BOMB P• VACCINE HISTORYT • RAISINGI CTHE DEAD? Extraordinary Claims, Revolutionary Ideas & the Promotion of Science—Vol.25Science—Vol.25 No.4No.4 2020 $6.95 USA and Canada www.skeptic.com • WHAT IS QANON? • HOW QANON RECYCLES CENTURIES-OLD CONSPIRACY BELIEFS • HOW QANON HURTS THEIR OWN CAUSE • QANON IN CONSPIRATORIAL CONTEXT watch or listen for free Hear leading scientists, scholars, and thinkers discuss the most important issues of our time. Hosted by Michael Shermer. #146 Dr. DonalD Prothero— # 130 Dr. DeBra Soh—the end # 113 Dave ruBIn— # 106 Dr. DanIel ChIrot— Weird earth: Debunking Strange of Gender: Debunking the Myths Don’t Burn this Book: you Say you Want a revolution? Ideas about our Planet about Sex & Identity in our Society thinking for yourself in an radical Idealism and its tragic age of unreason Consequences #145 GreG lukIanoff—Mighty # 129 Dr. Mona Sue WeISSMark Ira: the aClu’s controversial involve- —the Science of Diversity # 112 ann Druyan—Cosmos: # 105 Dr. DIana PaSulka— ment in the Skokie case of 1977. Possible Worlds. how science and american Cosmic: ufos, # 128 MIChael ShellenBerGer civilization grew up together religion, and technology #144 Dr. aGuStIn fuenteS— —apocalypse never: Why environ- Why We Believe: evolution and the mental alarmism hurts us all human Way of Being # 127 Dr. WIllIaM Perry and #143 Dr. nICholaS ChrIStakIS— toM CollIna—the Button: the apollo’s arrow: the Profound and new nuclear arms race and Presi- enduring Impact of Coronavirus on dential Power from truman to trump the Way We live # 126 Sarah SColeS—they are #142 Dr. -
Mitigating Political Bias in Language Models Through Reinforced Calibration
Mitigating Political Bias in Language Models Through Reinforced Calibration Ruibo Liu,1 Chenyan Jia, 2 Jason Wei, 3 Guangxuan Xu, 1 Lili Wang, 1 Soroush Vosoughi 1 1 Department of Computer Science, Dartmouth College 2 Moody College of Communication, University of Texas at Austin 3 ProtagoLabs [email protected], [email protected] Abstract with particular keywords of the aforementioned attributes, and 2) Direct Bias, which measures bias in texts generated Current large-scale language models can be politically bi- using prompts that have directly ideological triggers (e.g., ased as a result of the data they are trained on, potentially causing serious problems when they are deployed in real- democrat, republican) in addition to keywords of aforemen- world settings. In this paper, we describe metrics for mea- tioned attributes. Table 1 shows four samples of text gen- suring political bias in GPT-2 generation and propose a re- erated by off-the-shelf GPT-2 with different attribute key- inforcement learning (RL) framework for mitigating political words in the prompts—all samples exhibit political bias. biases in generated text. By using rewards from word em- For example, when triggered with a prompt including mar- beddings or a classifier, our RL framework guides debiased ijuana, the generated text tends to present a favorable atti- generation without having access to the training data or re- tude (e.g., “I believe it should be legal and not regulated.”), quiring the model to be retrained. In empirical experiments which is mostly a liberal stance. More interestingly, even on three attributes sensitive to political bias (gender, loca- a prompt including a conservative trigger (republican) re- tion, and topic), our methods reduced bias according to both sults in generation which leans to the liberal side (“vote for our metrics and human evaluation, while maintaining read- ability and semantic coherence. -
Alvaro Moreno Matteo Mossio a Philosophical and Theoretical Enquiry
History, Philosophy and Theory of the Life Sciences Alvaro Moreno Matteo Mossio Biological Autonomy A Philosophical and Theoretical Enquiry History, Philosophy and Theory of the Life Sciences Volume 12 Editors Charles T. Wolfe, Ghent University, Belgium Philippe Huneman, IHPST (CNRS/Université Paris I Panthéon-Sorbonne), France Thomas A.C. Reydon, Leibniz Universität Hannover, Germany Editorial Board Marshall Abrams (University of Alabama at Birmingham) Andre Ariew (Missouri) Minus van Baalen (UPMC, Paris) Domenico Bertoloni Meli (Indiana) Richard Burian (Virginia Tech) Pietro Corsi (EHESS, Paris) François Duchesneau (Université de Montréal) John Dupré (Exeter) Paul Farber (Oregon State) Lisa Gannett (Saint Mary’s University, Halifax) Andy Gardner (Oxford) Paul Griffiths (Sydney) Jean Gayon (IHPST, Paris) Guido Giglioni (Warburg Institute, London) Thomas Heams (INRA, AgroParisTech, Paris) James Lennox (Pittsburgh) Annick Lesne (CNRS, UPMC, Paris) Tim Lewens (Cambridge) Edouard Machery (Pittsburgh) Alexandre Métraux (Archives Poincaré, Nancy) Hans Metz (Leiden) Roberta Millstein (Davis) Staffan Müller-Wille (Exeter) Dominic Murphy (Sydney) François Munoz (Université Montpellier 2) Stuart Newman (New York Medical College) Frederik Nijhout (Duke) Samir Okasha (Bristol) Susan Oyama (CUNY) Kevin Padian (Berkeley) David Queller (Washington University, St Louis) Stéphane Schmitt (SPHERE, CNRS, Paris) Phillip Sloan (Notre Dame) Jacqueline Sullivan (Western University, London, ON) Giuseppe Testa (IFOM-IEA, Milano) J. Scott Turner (Syracuse) Denis -
Women's Sexual Strategies: the Evolution of Long-Term Bonds and Extrapair Sex
Women's Sexual Strategies: The Evolution of Long-Term Bonds and Extrapair Sex Elizabeth G. Pillsworth Martie G. Haselton University of California, Los Angeles Because of their heavy obligatory investment in offspring and limited off spring number, ancestral women faced the challenge of securing sufficient material resources for reproduction and gaining access to good genes. We review evidence indicating that selection produced two overlapping suites of psychological adaptations to address these challenges. The first set involves coupling-the formation of social partnerships for providing biparental care. The second set involves dual mating, a strategy in which women form long term relationships with investing partners, while surreptitiously seeking good genes from extrapair mates. The sources of evidence we review include hunter-gather studies, comparative nonhuman studies, cross-cultural stud· ies, and evidence of shifts in women's desires across the ovulatory cycle. We argue that the evidence poses a challenge to some existing theories of human mating and adds to our understanding of the subtlety of women's sexual strategies. Key Words: dual mating, evolutionary psychology, ovulation, relationships, sexual strategies. Hoggamus higgamus, men are polygamous; higgamus hoggamus, women monoga71Jous. -Attributed to various authors, including William James William James is reputed to have jotted down this aphorism in a dreamy midnight state, awaking with a feeling of satisfaction when he found it the next morning. The aphorism captures a widely accepted .fact about differences between women and men: Relative to women, men more strongly value casual sex (Baumeister, Catanese, & Vohs, 2001; Buss & Schmitt, 1993; Schmitt, 2003). James's statement, how ever, is dearly an oversimplification. -
The Philosophy of Biology Edited by David L
Cambridge University Press 978-0-521-85128-2 - The Cambridge Companion to the Philosophy of Biology Edited by David L. Hull and Michael Ruse Frontmatter More information the cambridge companion to THE PHILOSOPHY OF BIOLOGY The philosophy of biology is one of the most exciting new areas in the field of philosophy and one that is attracting much attention from working scientists. This Companion, edited by two of the founders of the field, includes newly commissioned essays by senior scholars and by up-and- coming younger scholars who collectively examine the main areas of the subject – the nature of evolutionary theory, classification, teleology and function, ecology, and the prob- lematic relationship between biology and religion, among other topics. Up-to-date and comprehensive in its coverage, this unique volume will be of interest not only to professional philosophers but also to students in the humanities and researchers in the life sciences and related areas of inquiry. David L. Hull is an emeritus professor of philosophy at Northwestern University. The author of numerous books and articles on topics in systematics, evolutionary theory, philosophy of biology, and naturalized epistemology, he is a recipient of a Guggenheim Foundation fellowship and is a Fellow of the American Academy of Arts and Sciences. Michael Ruse is professor of philosophy at Florida State University. He is the author of many books on evolutionary biology, including Can a Darwinian Be a Christian? and Darwinism and Its Discontents, both published by Cam- bridge University Press. A Fellow of the Royal Society of Canada and the American Association for the Advancement of Science, he has appeared on television and radio, and he contributes regularly to popular media such as the New York Times, the Washington Post, and Playboy magazine. -
Neo-Paleyan Biology
1 Neo-Paleyan Biology Tim Lewens University of Cambridge Department of History and Philosophy of Science Free School Lane Cambridge CB2 3RH Email: [email protected] Abstract There is a ‘Neo-Paleyan’ tradition in British evolutionary theorising, which began with Darwin and continues to the present day. This tradition conceives of adaptation in terms of design, and it often puts natural selection in the role of an ersatz designer. There are significant disanalogies between Paleyan conceptions of design and modern conceptions of adaptation and selection, which help to explain why the neo-Paleyan programme is sometimes treated with hostility. These general disanalogies do not suffice to dismiss the most interesting forms of recent neo-Paleyanism, which draw on theoretical principles such as Fisher’s Fundamental Theorem to ground a general approach to what we can call (following Grafen) the ‘criterion’ of evolutionary design. It is important to distinguish between justifications of this ‘criterion’ and justifications of approaches to nature which presuppose that natural selection produces good designs. 2 Keywords: Adaptation, Andy Gardner, Alan Grafen, Design, Fisher’s Fundamental Theorem, William Paley Funding This work was funded by a grant from the John Templeton Foundation. I am also grateful to the Fondation Maison des Sciences de l’Homme, Paris, for support during the completion of this project. Acknowledgements Earlier versions of this paper were presented in Copenhagen, Oulu and Paris. I am grateful to audiences there, and to the referees from this journal for comments. I am especially grateful to Jean-Baptiste Grodwohl for remarkably detailed and penetrating remarks on the submitted manuscript, and to Andy Gardner, Jonathan Birch and Samir Okasha for additional suggestions for improvements and clarifications. -
1 Does Political Affiliation Trump Outcome Bias? Evan D. Lester
Does Political Affiliation Trump Outcome Bias? 1 Does Political Affiliation Trump Outcome Bias? Evan D. Lester Department of Psychology Hampden-Sydney College Does Political Affiliation Trump Outcome Bias? 2 Abstract Research in the field of judgment and decision making has consistently shown that information pertaining to the outcome of a decision has a significant impact on people’s attitudes of the decision itself. This effect is referred to as outcome bias. Data was collected from approximately equal numbers of Republicans and Democrats. Participants were presented with descriptions and outcomes of decisions made by a hypothetical politician. The decisions concerned public policies in response to the Coronavirus (COVID-19) pandemic. Participants evaluated the quality of the thinking that went into each decision. Results showed that policies that yielded successful outcomes received significantly better evaluations than policies that yielded failures. Democrats exhibited this tendency to a greater extent compared to Republicans. Conversely, Republicans exhibited a greater bias toward their own political party than did Democrats. The findings of this project are discussed within the context of classic and contemporary findings in the field of judgment and decision making. Keywords: Outcome Bias, Hindsight Bias, Political Affiliation Does Political Affiliation Trump Outcome Bias? 3 Does Political Affiliation Trump Outcome Bias? Individuals make countless decisions every day. Some decisions are trivial (i.e. what to eat) while other decisions can impact many people (i.e. public policy decisions). But how do individuals decide what makes a good or bad decision? In explaining how individuals evaluate decision quality, expected utility theory (EUT) suggests that individuals are rational and deliberate in their estimates of the options available. -
Phd Thesis Andreas Christiansen
The Ethics of Synthetic Biology Respecting Life and Managing Risk Christiansen, Andreas Publication date: 2016 Document version Other version Document license: CC BY-NC-ND Citation for published version (APA): Christiansen, A. (2016). The Ethics of Synthetic Biology: Respecting Life and Managing Risk. Det Humanistiske Fakultet, Københavns Universitet. Download date: 28. sep.. 2021 UNIVERSITY OF COPENHAGEN FACULTY OF HUMANITIES PhD Thesis Andreas Christiansen The Ethics of Synthetic Biology Respecting Life and Managing Risk Advisor: Sune Holm Submitted: 31/08/2016 1 The Ethics of Synthetic Biology: Respecting Life and Managing Risk PhD Thesis By Andreas Christiansen Department of Media, Cognition and Communication Section of Philosophy Academic advisor: Sune Holm Submitted 31 August 2016 Word count: 50.700 2 Table of contents Acknowledgements 2 Article overview 4 Introduction 6 Article 1 Synthetic Biology and the Moral Significance of Artificial Life 70 Article 2 Similarity Arguments in the Genetic Modification Debate 92 Article 3 Rationality, Thresholds and the Precautionary Principle 126 Article 4 On the Cognitive Argument for Cost-Benefit Analysis 156 Resume 192 Summary 193 References 194 Acknowledgements My biggest debt is to my advisor, Sune Holm. Sune has provided detailed comments on the entire thesis and on several drafts that never made it into the final products, which no doubt improved the final product. He has been enormously encouraging and helpful, which has made the transition from being a student to a researcher much easier and less frightening than it might otherwise have been. Apart from Sune, several people have read parts of the dissertation or earlier drafts. I want to thank Martin Marchman Andersen, Karin Jønch Clausen, Klemens Kappel, Esben Høgh, Tom Douglas, Julian Savulescu, Michael Plant, Carissa Véliz, Norbert Paulo, Maria Serban, Tanja Rechnitzer, Josefine Pallavicini and Johanna Privitera for providing helpful comments and criticisms. -
Evolution and Rape
Michigan Law Review Volume 99 Issue 6 2001 Science Gone Astray: Evolution and Rape Elisabeth A. Lloyd Indiana University, Bloomington Follow this and additional works at: https://repository.law.umich.edu/mlr Part of the Criminal Law Commons, Law and Gender Commons, and the Sexuality and the Law Commons Recommended Citation Elisabeth A. Lloyd, Science Gone Astray: Evolution and Rape, 99 MICH. L. REV. 1536 (2001). Available at: https://repository.law.umich.edu/mlr/vol99/iss6/17 This Review is brought to you for free and open access by the Michigan Law Review at University of Michigan Law School Scholarship Repository. It has been accepted for inclusion in Michigan Law Review by an authorized editor of University of Michigan Law School Scholarship Repository. For more information, please contact [email protected]. SCIENCE GONE ASTRAY: EVOLUTION AND RAPE Elisabeth A. Lloyd* A NATURAL HISTORY OF RAPE: BIOLOGICAL BASES OF SEXUAL COERCION. By Randy Thornhill and Craig T. Palmer. Cambridge: MIT Press. 2000. Pp. xvi, 251. $28.95. It is clear where the opposition is coming from - it's coming from ideol ogy .... Most of the ideology is coming from certain feminist groups. It's not feminism, per se, that's against us. It is certain groups of feminists that are against the application of science for dealing with this problem. That is a socially very irresponsible position.1 Throughout A Natural History of Rape, coauthors Randy Thomhill2 and Craig Palmer3 resort to what is known among philoso phers of science as "The Galileo Defense," which amounts to the fol lowing claim: I am telling the Truth and doing excellent science, but because of ideology and ignorance, I am being persecuted.4 The authors have repeated and elaborated upon this defense during the si:lablemedia flurry accompanying the book's publication in February 2000.5 * Arnold and Maxine Tanis Chair of History and Philosophy of Science and Professor of Biology, Indiana University, Bloomington. -
Fincher, CL, and Thornhill, R
View metadata, citation and similar papers at core.ac.uk brought to you by CORE provided by Enlighten: Publications Fincher, C.L., and Thornhill, R. (2012) Parasite-stress promotes in-group assortative sociality: the cases of strong family ties and heightened religiosity. Behavioral and Brain Sciences, 35 (2). pp. 61-79. ISSN 0140- 525X Copyright © 2012 Cambridge University Press A copy can be downloaded for personal non-commercial research or study, without prior permission or charge The content must not be changed in any way or reproduced in any format or medium without the formal permission of the copyright holder(s) When referring to this work, full bibliographic details must be given http://eprints.gla.ac.uk/77679/ Deposited on: 5 April 2013 Enlighten – Research publications by members of the University of Glasgow http://eprints.gla.ac.uk BEHAVIORAL AND BRAIN SCIENCES (2012) 35, 61–119 doi:10.1017/S0140525X11000021 Parasite-stress promotes in-group assortative sociality: The cases of strong family ties and heightened religiosity Corey L. Fincher Department of Biology, University of New Mexico, Albuquerque, NM 87131 fi[email protected] http://biology.unm.edu/fincher Randy Thornhill Department of Biology, University of New Mexico, Albuquerque, NM 87131 [email protected] http://biology.unm.edu/Thornhill/rthorn.htm Abstract: Throughout the world people differ in the magnitude with which they value strong family ties or heightened religiosity. We propose that this cross-cultural variation is a result of a contingent psychological adaptation that facilitates in-group assortative sociality in the face of high levels of parasite-stress while devaluing in-group assortative sociality in areas with low levels of parasite-stress.