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Stanford Elimination of Harmful Language: A Comprehensive Guide
Are you tired of encountering harmful language online? Does the prevalence of hate speech, bias, and toxic comments impact your experience? This comprehensive guide dives deep into the Stanford Elimination of Harmful Language project (Stanford HEL), explaining its goals, methodology, and the significant implications for creating a more inclusive and respectful online environment. We'll explore its practical applications, limitations, and the ongoing efforts to refine this vital initiative.
What is the Stanford Elimination of Harmful Language (Stanford HEL) Project?
The Stanford Elimination of Harmful Language (Stanford HEL) project is a crucial research initiative focused on identifying and mitigating the pervasive issue of harmful language in various digital contexts. It's not just about flagging individual instances of hate speech; it's about developing a deeper understanding of the nuances of harmful language, its underlying mechanisms, and strategies for its effective removal or mitigation. This includes examining the impact of seemingly innocuous words and phrases that, in specific contexts, contribute to a climate of hostility and exclusion. The project goes beyond simple keyword filtering and explores the complexities of linguistic bias, subtle forms of discrimination, and the dynamic nature of harmful language.
Identifying Harmful Language: Beyond Simple Keyword Filtering
One of the key innovations of the Stanford HEL project is its move beyond simplistic keyword-based detection. Many early attempts at combating harmful language relied on blacklists of offensive words. However, this approach is inherently limited. People can easily circumvent these filters using synonyms, misspellings, or coded language. Stanford HEL researchers understand this limitation and instead focus on:
#### 1. Contextual Analysis:
The project employs sophisticated Natural Language Processing (NLP) techniques to analyze the context in which words are used. A word that's harmless in one sentence can be deeply offensive in another. This contextual understanding is crucial for accurate identification of harmful language.
#### 2. Bias Detection:
Stanford HEL researchers actively investigate algorithmic bias in language models and datasets. They work to identify and mitigate the ways in which existing biases can be perpetuated and amplified through technology. This includes addressing issues of gender, racial, and other forms of discrimination embedded within language itself.
#### 3. Developing Mitigation Strategies:
The project doesn't just focus on detection; it actively develops strategies for mitigating the impact of harmful language. This includes techniques for rewriting offensive comments, creating more inclusive communication guidelines, and designing systems that encourage respectful online interactions.
The Implications and Limitations of Stanford HEL
The Stanford HEL project holds immense potential for creating a more positive and inclusive online experience. Its research contributes significantly to:
#### 1. Improved Content Moderation:
The insights gained from this project can inform the development of more effective content moderation tools, allowing platforms to identify and address harmful language more accurately and efficiently.
#### 2. Enhanced AI Safety:
The work on bias detection is vital for building safer and more ethical AI systems. By understanding and mitigating biases in language models, researchers can prevent the perpetuation of harmful stereotypes and discriminatory practices.
#### 3. Promoting Responsible Language Use:
The project's findings can educate individuals and organizations about the subtle ways language can contribute to harmful environments and promote more responsible and considerate communication.
However, it's also important to acknowledge the limitations:
Nuance and Context: While contextual analysis is a significant advancement, perfectly capturing the nuances of human language remains a challenge for NLP technology. Sarcasm, irony, and humor can easily be misinterpreted.
Evolving Language: Harmful language is constantly evolving, with new terms and tactics emerging regularly. This requires ongoing research and adaptation of detection methods.
Ethical Considerations: The very act of identifying and mitigating harmful language raises ethical questions about freedom of speech and censorship. Striking a balance between safety and free expression remains a complex and ongoing debate.
Conclusion
The Stanford Elimination of Harmful Language project represents a crucial step towards fostering a more inclusive and respectful digital environment. By employing advanced NLP techniques and focusing on contextual understanding, the project is pushing the boundaries of harmful language detection and mitigation. While challenges remain, the ongoing research and development efforts are vital for creating a safer and more positive online experience for everyone.
FAQs
1. Is Stanford HEL a software program I can download and use? No, Stanford HEL is primarily a research project. Its findings inform the development of tools and strategies, but there isn't a single downloadable program.
2. How does Stanford HEL address different languages? The project's research is currently focused primarily on English, but the underlying principles and methods can be applied to other languages with appropriate adaptations.
3. What are some practical examples of how Stanford HEL’s research is being applied? The research informs the development of better content moderation systems on social media platforms and helps in building more ethical AI chatbots.
4. Does Stanford HEL focus solely on explicit hate speech? No, it also tackles subtle forms of bias, microaggressions, and harmful language that might not be overtly offensive but still contributes to a toxic environment.
5. How can I contribute to the Stanford HEL project? You can stay updated on their research through their publications and presentations, and potentially contribute by participating in relevant research studies or by supporting related initiatives focused on online safety and responsible language use.
| stanford elimination of harmful language: The Canceling of the American Mind Greg Lukianoff, Rikki Schlott, 2023-10-17 Why bother refuting your opponents, when you can just take away their platform or career? Greg Lukianoff was one of the first to raise the alarm about the troubling social and psychological consequences of the growing intolerance of opposing viewpoints on university campuses in America; a phenomenon which then swept through the English-speaking world. In this new book, he teams up with Rikki Schlott to show how this trend has spread to a wide range of workplaces and cultural spaces, which are giving up on a culture of free speech in favour of cancel culture. Drawing on original research and data, along with hundreds of new examples from publishing to psychotherapy, comedy, science and medicine, this book shows how the left and the right both work to silence their enemies in different ways. It's not simply a matter of Twitter spats; people are losing their jobs, livelihoods and sometimes their lives over it. Eye-opening, urgent and transformative, The Canceling of the American Mind argues that cancel culture is not merely a moral panic, but a dysfunctional way in which people battle for power, status and dominance: moving us away from being able to argue productively, listen generously and ultimately be civil when we disagree. This book offers concrete steps towards reclaiming a culture of free speech, with materials specifically tailored for parents, teachers, business leaders and all those who use social media. It shows how we can all harness intellectual humility to become more resilient and open minded. |
| stanford elimination of harmful language: Pillars for Freedom Richard B. Levine, 2024-01-10 America' s future will be unlimited if we return to wholesomeness, gratitude, and vision, for we must rise as one people or fall as many. Pillars for Freedom charts a brave path forward to imbue America with strength, economic security, and virtue. The American Experiment is unique in history in its conception of liberty, which is freedom from oppressive government and its yoke. We are a nation that rests on the rule of law and not the imperfections present in all humankind. Today, the bureaucratic state, which controls our government, relies on diversion, untrue narratives, and misdirection to cover incompetence and gross misdeeds. This cannot be our country' s standard. The maintenance of liberty rests upon our faith, our Founding, our families, and our commitments to uncorrupted education and science. Pillars for Freedom describes in consummate detail the powers that America must reconstitute and wield in order that we reclaim our destiny. Our Judeo-Christian heritage must form the center of America' s rebirth. Through marshalling our priceless heritage, we can rebuild our military, secure economic strength, and reassert energy dominance, as we rebuild our civil society. The actions of our government must, at all times, hold the needs of the American people as our North Star. An obligation of governance is to consider the world as it is and to weave together tools that reflect the entire extent of our nation' s power. America must convey resolve through precision in international affairs to meet our strategic objectives. We must renew the American dream. To do so, we must honor the past in order that our country may light the way for the entire world. This momentous book marks a turning point. It is a lantern that will lead us to the break of dawn for our nation. |
| stanford elimination of harmful language: The Cancel Culture Panic Adrian Daub, 2024-09-24 Fear of cancel culture has gripped the world, and it turns out to be an old fear in a new get-up. In this incisive new work, Adrian Daub analyzes the global spread of cancel culture discourse as a moral panic, showing that, though its object is fuzzy, talk of cancel culture in global media has become a preoccupation of an embattled liberalism. There are plenty of conservative voices who gin up worries about cancel culture to advance their agendas. But more remarkable perhaps is that it is centrist, even left-leaning, media that has taken up the rallying cry and really defined the outlines of what cancel culture is supposed to be. Media in Western Europe, South America, Russia, and Australia have devoted as much—in some cases more—attention to this supposedly American phenomenon than most US outlets. From French crusades against le wokisme via British fables of the loony left to a German obsession with campus anecdotes to a global revolt against gender studies: countries the world over have developed culture war narratives in conflict with the US, and, above all, its universities—narratives that they themselves borrowed from the US. Who exactly is afraid of cancel culture? To trace how various global publics have been so quickly convinced that cancel culture exists and that it poses an existential problem, Daub compares the cancel culture panic to moral panics past, investigating the powerful hold that the idea of being cancelled has on readers around the world. A book for anyone wondering how institutions of higher learning in the US have become objects of immense interest and political lightning rods; not just for audiences and voters in the US, but worldwide. |
| stanford elimination of harmful language: The Age of Grievance Frank Bruni, 2024-04-30 From bestselling author and longtime New York Times columnist Frank Bruni comes a lucid, powerful examination of the ways in which grievance has come to define our current culture and politics, on both the right and left-- |
| stanford elimination of harmful language: AMERICAN ABSOLUTISM Gary A. Freitas, 2024-01-29 Disrupting the Generational Cycle of Distrust in America's 600 Year Cultural War You are about to scan a high-resolution MRI of the psychological forces generating discord and disrupting the American democratic experiment. Absolute-mindedness is not a personality type, clinical disorder or social psychopathology, but an archaic trust adaptation giving rise to much of today's populist frustration and anger. When trust is disrupted early in life -- complexity, ambiguity, and disappointment fixate on a trust-mistrust duality -- good-bad, right-wrong, us versus them. Republicans and Democrats are undergoing cultural mitosis. An evolutionary social and political speciation driving us toward an autocratic America. Constitutional originalists were raised in parental originalism emphasizing principle and discipline over empathy and reasoning. Solo mass shootings are a predictable abandonment pattern over the course of America's history of gun rights and vigilante ethos. Conspiracy theories are repetitive information diffusion in dense social networks during times of social unrest, triggering individuals pre-wired for resignation, grievance, and revenge. The modern dictator: a dark triad of malignant narcissism, psychopathy, and Machiavellianism. American Absolutism explores what happens when human adaptation loses viability as it comes face-to-face with an exponentially evolving complexity that is the modern human condition. |
| stanford elimination of harmful language: Kommunikative Praktiken im Nationalsozialismus Friedrich Markewitz, Stefan Scholl, Katrin Schubert, Nicole M. Wilk, 2023-08-14 Die nationalsozialistische Gesellschaft war geprägt von vielgestaltigen kommunikativen Praktiken des sozialen und auch gewaltvollen Ein- und Ausschlusses. Gleichzeitig bildeten sich durch Widerstandshandlungen vielfältige Gegendiskurse heraus. Der Sammelband nimmt konkrete Beispiele kommunikativer Praktiken während des Nationalsozialismus in den Blick und fragt speziell danach, inwiefern diese themen-, textsorten- und akteursspezifisch gebunden waren. |
| stanford elimination of harmful language: Gender Confusion Kevin W. Hutchins, 2023-05-30 The eye of an intelligence analyst is focused on the enemy of the church, to expose his attacks in the realm of modern gender theory. Horrible discoveries have been made. Shared here is the awful truth of where we’re at now and how we got here—both spiritually and naturally. In Gender Confusion, the reader will understand the enemy of our souls, so they can defeat him on this battlefield. They’ll learn what is true for both nation states and fallen angels: a known enemy is a defeated enemy. The church must defend itself and, more importantly, it must go on offense. This book gives us gender ideology’s origin story, its genealogy, and the only strategy that can possibly defeat it. |
| stanford elimination of harmful language: Conformity Colleges David R. Barnhizer, 2024-01-16 The United States' education system, especially its universities, is under attack by the ideological Left, dominated by advocates of Wokeism and Critical Race Theory. Marshall McLuhan was a brilliant thinker best known for his insight that “the medium is the message. Universities, as well as our entire educational “medium” including the K-12 system that feeds its graduates into the university and societal systems, are powerful and overarching mechanisms that we use to shape our understanding. For Western nations, the ideal of the university and of education generally has been to provide us with analytical skills, knowledge, and the ability to create and nurture a healthy society that benefits as many people as possible. That ideal, and the university as educational and social “medium,” is under severe attack. The power to use the university as an overarching “medium” that offers a strong sense of legitimacy to even flawed and overstated arguments and assertions is why the institution is a target of an ideological Left that is now dominated by advocates of Wokeism and Critical Race Theory. Once obtaining a strong power base in university disciplines and administrations, the revolutionaries of race, gender, and other radical interests metamorphosed from heroic moral beacons fighting and railing against injustice, and revealed themselves as ideological dictators. The truth is that what we now refer to as the Woke/Critical Race Theory activist movement—particularly that controlled by those who came to power in the past thirty years or so—were not simply seeking to expand the nature and content of the university curriculum, or even what is taught in the K-12 system. Their intent was and is to “destabilize,” “transform,” and supplant what is taught. They seek to create a culture that elevates their interests while aggressively repressing anything they see as an obstacle to power, including healthy discourse and debate. The activists of the Woke/Critical Race Theory Movement are not an honest intellectual movement. They are intense and aggressive political strategists, self-styled “revolutionaries” seeking to use our educational systems with the framed narrative of Diversity, Equity, and Inclusion (DEI) that is actually one of Division, Enmity, and Intimidation/Indoctrination, all the while claiming their interests are benign and aimed at healing. In reality, they are fracturing our fundamental social order, sowing discord, and deliberately suppressing the freedom of speech and thought essential to the well-being of our democratic republic. Conformity Colleges: The Destruction of Intellectual Creativity and Dissent in America’s Universities will help you understand what is happening and come to grips with the need to challenge, counter, and reverse this “revolution. Nothing of significance can be done to stop what is going on unless the DEI administrative bureaucracy that now controls universities is dismantled or substantially weakened. |
| stanford elimination of harmful language: Where Have All the Democrats Gone? Ruy Teixeira, John B. Judis, 2023-11-07 A Wall Street Journal Best Political Book of 2023 A much-needed wake-up call for the Democrats, which reveals how the party has lost sight of its core principles and endangered its political future—from the authors of “one of the most influential political books of the 21st century” (The New York Times) For decades, American politics has been plagued by a breakdown between the Democratic and Republican parties, in which victory has inevitably led to defeat and vice versa. Both parties have lost sight of the people at the center of the American electorate, leading to polarization and paralysis. In Where Have All the Democrats Gone?, John B. Judis and Ruy Teixeira reveal the tectonic changes shaping the country’s current political landscape that both pundits and political scientists have missed. The Democratic Party, once the preserve of small towns as well as big cities and of the industrial working class and the newly immigrated, has abandoned and even actively alienated many of these voters. In this clarion call and essential argument for common sense and common ground, Judis and Teixeira reveal the transformation of American politics and provide a razor-sharp critique of where the Democrats have gone awry and how they can avoid political disaster in the days ahead. |
| stanford elimination of harmful language: Introduction to Information Retrieval Christopher D. Manning, Prabhakar Raghavan, Hinrich Schütze, 2008-07-07 Class-tested and coherent, this textbook teaches classical and web information retrieval, including web search and the related areas of text classification and text clustering from basic concepts. It gives an up-to-date treatment of all aspects of the design and implementation of systems for gathering, indexing, and searching documents; methods for evaluating systems; and an introduction to the use of machine learning methods on text collections. All the important ideas are explained using examples and figures, making it perfect for introductory courses in information retrieval for advanced undergraduates and graduate students in computer science. Based on feedback from extensive classroom experience, the book has been carefully structured in order to make teaching more natural and effective. Slides and additional exercises (with solutions for lecturers) are also available through the book's supporting website to help course instructors prepare their lectures. |
| stanford elimination of harmful language: Pragmatic Imagination and the New Museum Anthropology Christina J. Hodge, Christina Kreps, 2024-03-14 Pragmatic Imagination and the New Museum Anthropology shifts museum anthropology’s relationship to the broader field from marginal to central by revealing the sophisticated transdisciplinary praxis (theory + practice) at the heart of current museum anthropologies. The book features international case studies that operate at the interfaces of critical museology, anthropology, material culture studies, art practice, and more. The theory of pragmatics proposes that meaning-making is collaborative and best evaluated through its impact in the world. Collectively the chapters in this volume evidence a ‘pragmatic imagination’ at work as museum anthropology practitioners ingeniously combine inventiveness (the possible) and practicality (the actual) in ways that drive the field forward. Defining museum anthropology as a pragmatic practice explicitly theorizes this work in order to mark its significance; demystify its processes of knowledge production; connect it more readily to debates within and beyond anthropology; and facilitate critique. |
| stanford elimination of harmful language: The Administration of Joe Biden - Obama and Democrat Policies Implemented Gayle Strickland, 2024-03-10 This book is about what really happened during the Biden Administration. Joe Biden implemented progressive policies at home that resulted in high inflation, open borders and historic numbers of illegal immigrants, a weak economy and a dramatic expansion of government. Abroad, Biden’s policies of appeasement and weakness resulted in war in Ukraine and the Middle East, an upsurge in terrorism, and increased aggression from Iran, Russia and China. This book shows the extent to which President Biden mimicked and adopted the policies of former President Barack Obama. It was no surprise that the Biden administration resembled the Obama administration as Biden brought in a number of people who played key roles in the Obama administration. Biden got similar but more destructive results as progressives held Biden hostage to their ideals and policies. As Biden ran for a second term, Biden’s fitness for office as well as the results of his policies at home and abroad were critical to the decisions to be made by the American public in the 2024 Presidential election. This book gives the information required to make that choice. |
| stanford elimination of harmful language: Writing a C Compiler Nora Sandler, 2024-08-20 A fun, hands-on guide to writing your own compiler for a real-world programming language. Compilers are at the heart of everything programmers do, yet even experienced developers find them intimidating. For those eager to truly grasp how compilers work, Writing a C Compiler dispels the mystery. This book guides you through a fun and engaging project where you’ll learn what it takes to compile a real-world programming language to actual assembly code. Writing a C Compiler will take you step by step through the process of building your own compiler for a significant subset of C—no prior experience with compiler construction or assembly code needed. Once you’ve built a working compiler for the simplest C program, you’ll add new features chapter by chapter. The algorithms in the book are all in pseudocode, so you can implement your compiler in whatever language you like. Along the way, you’ll explore key concepts like: Lexing and parsing: Learn how to write a lexer and recursive descent parser that transform C code into an abstract syntax tree. Program analysis: Discover how to analyze a program to understand its behavior and detect errors. Code generation: Learn how to translate C language constructs like arithmetic operations, function calls, and control-flow statements into x64 assembly code. Optimization techniques: Improve performance with methods like constant folding, dead store elimination, and register allocation. Compilers aren’t terrifying beasts—and with help from this hands-on, accessible guide, you might even turn them into your friends for life. |
| stanford elimination of harmful language: Il culo di Beyoncé ANDREA BELLAVITA, 2024-09-09T00:00:00+02:00 All’esclusiva cena dello Scrittore, Ginni e Carlo, coppia di intellettuali in crisi, devono decidere cosa sacrificare per esaudire il loro più grande desiderio; Maddalena trova lavoro in un paesino le cui comari, per una volta, brillano per funesta iniziativa; il Dott. Valazzi apre un elitario bordello con bambole che sembrano di gomma; Lucy torna (da dove?) per far visita ai suoi amanti e ai loro incubi e tutti i morti rincasano dal cimitero; un gruppo di Krampus partecipa al singolare talent show Wildest Man e Veronica e i suoi due papà scoprono che la Strega Cattiva, il Clown Assassino e l’Uomo Nero abitano tutti insieme nella casa all’angolo. Eccola l’adunata dei mostri di Andrea Bellavita e su tutti troneggia il monstrum per eccellenza, il prodigio, il marchio, l’icona: il culo di Beyoncé, che un po’ affascina e seduce, un po’ spaventa e annichilisce. Per quel culo, per potergli dedicare anche un solo, piccolo post, si sarebbe disposti a fare qualsiasi cosa, anche a morire. Una penna raffinata e iperbolica che costruisce spazi oscuri, disorienta con irruzioni perturbanti, incanta con peripezie inattese, tiranneggia coscienze insonnolite e ribalta le prospettive più rassicuranti. E genera mostri che sono, solitamente, molto più intelligenti di noi, noi convinti di averli creati per esorcizzare le nostre paure, di poterli addomesticare e controllare con l’illusione del prodigio. Ma la bestia è sempre lì e ci aspetta, perché niente è come sembra, o forse sì. E tutto è giusto ma niente è corretto. |
| stanford elimination of harmful language: Le pouvoir du pire Philippe Pascot, 2023-04-03 Préface judicieuse de David Koubbi. Après avoir documenté et dénoncé les avantages des hommes politiques – avantages illicites (Délits d’élus et Du Goudron et des Plumes) et licites (Pilleurs d’État, Allez presque tous vous faire, Pilleurs de vies et Mensonges d’État) –, Philippe Pascot s’attaque au pouvoir sous toutes ses formes et, pour la première fois, au système Macron. Il pointe du doigt l’accélération de la duplicité du monde politique et des lobbies sur la gestion de la vie quotidienne des Français depuis 2017. Preuves à l’appui, il révèle comment le président, le gouvernement et le système politique en général manipulent l’information, font voter des lois en catimini et accélèrent les réformes liberticides pour construire une société de moins en moins démocratique. Avec le mélange de rigueur et de colère qui l’a rendu célèbre, il montre comment le pouvoir se sert des progrès censés nous faciliter la vie et de l’éloge du tout-sécuritaire pour nous asservir et nous entraîner peu à peu dans un monde de soumission massive. Un brûlot saisissant et salutaire. Maire adjoint d'Évry (Manuel Valls), Il a fréquenté la plupart des élus politiques de premier plan. Engagé dans de nombreux combats de société, il milite pour une transparence totale de l'exercice politique. |
| stanford elimination of harmful language: The Routledge International Handbook of Harmful Cultural Practices Maria Jaschok, U. H. Ruhina Jesmin, Tobe Levin von Gleichen, Comfort Momoh, 2023-12-04 This handbook looks at cross-cultural work on harmful cultural practices considered gendered forms of abuse of women. These include female genital mutilation (FGM), virginity testing, hymenoplasty, and genital cosmetic surgery. Bringing together comparative perspectives, intersectionality, and interdisciplinarity, it uses feminist methodology and mixed methods, with ethnography of central importance, to provide holistic, grounded theorizing within a framework of transformative research. Taking female genital mutilation, a topical, contested practice, and making it a heuristic reference for related procedures makes the case for global action based on understanding the complexity of harmful cultural practices that are contextually differentiated and experienced in intersectional ways. But because this phenomenon is enshrouded in matters of sensitivity and prejudice, narratives of suffering are muted and even suppressed, are dismissed as indigenous ritual, or become ammunition for racist organizing. Such conflicted and often opaque debates obstruct clear vision of the scale of both problem and solution. Divided into six parts: • Discourses and Epistemological Fault Lines • FGM and Related Patriarchal Inscriptions • Gender and Genitalia • Female Bodies and Body Politics: Economics, Law, Medicine, Public Health, and Human Rights • Placing Engagement, Innovation, Impact, Care • Words and Texts to Shatter Silence Comprised of 24 newly written chapters from experts around the world, this book will be of interest to scholars and students of nursing, social work, and allied health more broadly, as well as sociology, gender studies, and postcolonial studies. |
| stanford elimination of harmful language: Communities in Action National Academies of Sciences, Engineering, and Medicine, Health and Medicine Division, Board on Population Health and Public Health Practice, Committee on Community-Based Solutions to Promote Health Equity in the United States, 2017-04-27 In the United States, some populations suffer from far greater disparities in health than others. Those disparities are caused not only by fundamental differences in health status across segments of the population, but also because of inequities in factors that impact health status, so-called determinants of health. Only part of an individual's health status depends on his or her behavior and choice; community-wide problems like poverty, unemployment, poor education, inadequate housing, poor public transportation, interpersonal violence, and decaying neighborhoods also contribute to health inequities, as well as the historic and ongoing interplay of structures, policies, and norms that shape lives. When these factors are not optimal in a community, it does not mean they are intractable: such inequities can be mitigated by social policies that can shape health in powerful ways. Communities in Action: Pathways to Health Equity seeks to delineate the causes of and the solutions to health inequities in the United States. This report focuses on what communities can do to promote health equity, what actions are needed by the many and varied stakeholders that are part of communities or support them, as well as the root causes and structural barriers that need to be overcome. |
| stanford elimination of harmful language: Bloodlands Timothy Snyder, 2011-08-31 'A superb work of scholarship, full of riveting detail' Sunday Times A powerful and revelatory history book about the bloodlands - the lands that lie between Stalin's Russia and Hitler's Germany - where 14 million people were killed during the years 1933 - 1944. In the middle of Europe, in the middle of the twentieth century, the Nazi and Soviet regimes murdered fourteen million people in the bloodlands between Berlin and Moscow. In a twelve-year-period, in these killing fields - today's Ukraine, Belarus, Poland, Western Russia and the eastern Baltic coast - an average of more than one million citizens were slaughtered every year, due to deliberate policies unrelated to combat. Here, Timothy Snyder offers a ground-breaking investigation into the motives and methods of Stalin and Hitler. Using scholarly literature and primary sources, he pays special attention to the testimony of the victims, including the letters home, the notes flung from trains, the diaries on corpses. Bloodlands is a brilliantly researched, profoundly humane, authoritative and original book that forces us to re-examine one of the greatest tragedies in European history and re-think our past. 'An original, wonderful and horrifying book... beautifully written and superbly researched' Anthony Beevor |
| stanford elimination of harmful language: Compelling Interest Mitchell J. Chang, Daria Witt, James Jones, Kenji Hakuta, 2003-03-12 In recent years American colleges and universities have become the locus of impassioned debates about race-conscious social policies, as conflicting theories clash over the ways to distribute the advantages of higher education in a fair and just manner. Just below the surface of these policy debates lies a complex tangle of ideologies, histories, grievances, and emotions that interfere with a rational analysis of the issues involved. As never before, the need for empirical research on the significance of race in American society seems essential to solving the manifest problems of this highly politicized and emotionally charged aspect of American higher education. The research evidence presented in this book has a direct relevance to those court cases that challenge race-conscious admission policies of colleges and universities. Though many questions still need to be addressed by future research, the empirical data collected to date makes it clear that affirmative action policies do work and are still very much needed in American higher education. This book also provides a framework for examining the evidence pertaining to issues of fairness, merit, and the benefits of diversity in an effort to assist courts and the public in organizing beliefs about race and opportunity. |
| stanford elimination of harmful language: Safe Enough Spaces Michael S. Roth, 2019-08-20 From the president of Wesleyan University, a compassionate and provocative manifesto on the crises confronting higher education In this bracing book, Michael S. Roth stakes out a pragmatist path through the thicket of issues facing colleges today to carry out the mission of higher education. With great empathy, candor, subtlety, and insight, Roth offers a sane approach to the noisy debates surrounding affirmative action, political correctness, and free speech, urging us to envision college as a space in which students are empowered to engage with criticism and with a variety of ideas. Countering the increasing cynical dismissal—from both liberals and conservatives—of the traditional core values of higher education, this book champions the merits of different diversities, including intellectual diversity, with a timely call for universities to embrace boldness, rigor, and practical idealism. |
| stanford elimination of harmful language: The World According to China Elizabeth C. Economy, 2021-10-25 An economic and military superpower with 20 percent of the world’s population, China has the wherewithal to transform the international system. Xi Jinping’s bold calls for China to “lead in the reform of the global governance system” suggest that he has just such an ambition. But how does he plan to realize it? And what does it mean for the rest of the world? In this compelling book, Elizabeth Economy reveals China’s ambitious new strategy to reclaim the country’s past glory and reshape the geostrategic landscape in dramatic new ways. Xi’s vision is one of Chinese centrality on the global stage, in which the mainland has realized its sovereignty claims over Hong Kong, Taiwan, and the South China Sea, deepened its global political, economic, and security reach through its grand-scale Belt and Road Initiative, and used its leadership in the United Nations and other institutions to align international norms and values, particularly around human rights, with those of China. It is a world radically different from that of today. The international community needs to understand and respond to the great risks, as well as the potential opportunities, of a world rebuilt by China. |
| stanford elimination of harmful language: National Union Catalog , 1963 |
| stanford elimination of harmful language: The Assessment of Emergent Bilinguals Kate Mahoney, 2017-02-20 This textbook is a comprehensive introduction to the assessment of students in K-12 schools who use two or more languages in their daily life: English Language Learners (ELLs), or Emergent Bilinguals. The book includes a thorough examination of the policy, history and assessment/measurement issues that educators should understand in order to best advocate for their students. The author presents a decision-making framework called PUMI (Purpose, Use, Method, Instrument) that practitioners can use to better inform assessment decisions for bilingual children. The book will be an invaluable resource in teacher preparation programs, but will also help policy-makers and educators make better decisions to support their students. |
| stanford elimination of harmful language: Countering online hate speech Gagliardone, Iginio, Gal, Danit, Alves, Thiago, Martinez, Gabriela, 2015-06-17 The opportunities afforded by the Internet greatly overshadow the challenges. While not forgetting this, we can nevertheless still address some of the problems that arise. Hate speech online is one such problem. But what exactly is hate speech online, and how can we deal with it effectively? As with freedom of expression, on- or offline, UNESCO defends the position that the free flow of information should always be the norm. Counter-speech is generally preferable to suppression of speech. And any response that limits speech needs to be very carefully weighed to ensure that this remains wholly exceptional, and that legitimate robust debate is not curtailed. |
| stanford elimination of harmful language: If He Hollers, Let Him Go Chester Himes, 2024-11-28 Robert ‘Bob’ Jones – crew leader, shipyard worker, educated, employed – is finding life impossible. Though he has recently been promoted to supervisor at the Los Angeles shipyard where he works, he is disrespected and resented by white colleagues; and despite his relationship with the high-class Alice, he is crudely baited by white woman Madge. Over the course of four fraught days, he is plagued with increasingly violent urges as the bigotry and cruelty he faces in day-to-day interactions mounts. A masterful reckoning with the poisonous effects of racism and a monumental classic in the protest novel tradition, this 1945 novel is as shattering and trenchant today as it was on first publication. |
| stanford elimination of harmful language: Single Molecule Spectroscopy R. Rigler, M. Orrit, T. Basche, 2012-12-06 The topics range from single molecule experiments in quantum optics and solid-state physics to analogous investigations in physical chemistry and biophysics. |
| stanford elimination of harmful language: Literary Theory and Criticism: An Introduction Anne H. Stevens, 2015-06-18 Literary Theory and Criticism: An Introduction provides an accessible overview of major figures and movements in literary theory and criticism from antiquity to the twenty-first century. It is designed for students at the undergraduate level or for others needing a broad synthesis of the long history of literary theory. An introductory chapter provides an overview of some of the major issues within literary theory and criticism; further chapters survey theory and criticism in antiquity, the Middle Ages and Renaissance, the Enlightenment, and the nineteenth century. For twentieth- and twenty-first-century theory, the discussion is subdivided into separate chapters on formalist, historicist, political, and psychoanalytic approaches. The final chapter applies a variety of theoretical concepts and approaches to two famous works of literature: William Shakespeare’s Hamlet and Mary Shelley’s Frankenstein. |
| stanford elimination of harmful language: Assessing Genetic Risks Institute of Medicine, Committee on Assessing Genetic Risks, 1994-01-01 Raising hopes for disease treatment and prevention, but also the specter of discrimination and designer genes, genetic testing is potentially one of the most socially explosive developments of our time. This book presents a current assessment of this rapidly evolving field, offering principles for actions and research and recommendations on key issues in genetic testing and screening. Advantages of early genetic knowledge are balanced with issues associated with such knowledge: availability of treatment, privacy and discrimination, personal decision-making, public health objectives, cost, and more. Among the important issues covered: Quality control in genetic testing. Appropriate roles for public agencies, private health practitioners, and laboratories. Value-neutral education and counseling for persons considering testing. Use of test results in insurance, employment, and other settings. |
| stanford elimination of harmful language: Literary Theory and Criticism: An Introduction – Second Edition Anne H. Stevens, 2021-07-08 Literary Theory and Criticism: An Introduction provides an accessible overview of major figures and movements in literary theory and criticism from antiquity to the twenty-first century. It is designed for students at the undergraduate level or for others needing a broad synthesis of the long history of literary theory. An introductory chapter provides an overview of some of the major issues within literary theory and criticism; further chapters survey theory and criticism in antiquity, the Middle Ages and Renaissance, the Enlightenment, and the nineteenth century. For twentieth- and twenty-first-century theory, the discussion is subdivided into separate chapters on formalist, historicist, political, and psychoanalytic approaches. The final chapter applies a variety of theoretical concepts and approaches to two famous works of literature: William Shakespeare’s Hamlet and Mary Shelley’s Frankenstein. The new edition has been updated throughout, including new or expanded coverage of Marxist theory, disability studies, affect theory, and Critical Race Theory. |
| stanford elimination of harmful language: Films and Other Materials for Projection Library of Congress, 1958 |
| stanford elimination of harmful language: Structured Parallel Programming Michael McCool, James Reinders, Arch Robison, 2012-07-31 Structured Parallel Programming offers the simplest way for developers to learn patterns for high-performance parallel programming. Written by parallel computing experts and industry insiders Michael McCool, Arch Robison, and James Reinders, this book explains how to design and implement maintainable and efficient parallel algorithms using a composable, structured, scalable, and machine-independent approach to parallel computing. It presents both theory and practice, and provides detailed concrete examples using multiple programming models. The examples in this book are presented using two of the most popular and cutting edge programming models for parallel programming: Threading Building Blocks, and Cilk Plus. These architecture-independent models enable easy integration into existing applications, preserve investments in existing code, and speed the development of parallel applications. Examples from realistic contexts illustrate patterns and themes in parallel algorithm design that are widely applicable regardless of implementation technology. Software developers, computer programmers, and software architects will find this book extremely helpful. - The patterns-based approach offers structure and insight that developers can apply to a variety of parallel programming models - Develops a composable, structured, scalable, and machine-independent approach to parallel computing - Includes detailed examples in both Cilk Plus and the latest Threading Building Blocks, which support a wide variety of computers |
| stanford elimination of harmful language: Principles and Practice in Second Language Acquisition Stephen D. Krashen, 1987 |
| stanford elimination of harmful language: Disease Control Priorities, Third Edition (Volume 6) King K. Holmes, Stefano Bertozzi, Barry R. Bloom, Prabhat Jha, 2017-11-06 Infectious diseases are the leading cause of death globally, particularly among children and young adults. The spread of new pathogens and the threat of antimicrobial resistance pose particular challenges in combating these diseases. Major Infectious Diseases identifies feasible, cost-effective packages of interventions and strategies across delivery platforms to prevent and treat HIV/AIDS, other sexually transmitted infections, tuberculosis, malaria, adult febrile illness, viral hepatitis, and neglected tropical diseases. The volume emphasizes the need to effectively address emerging antimicrobial resistance, strengthen health systems, and increase access to care. The attainable goals are to reduce incidence, develop innovative approaches, and optimize existing tools in resource-constrained settings. |
| stanford elimination of harmful language: Down with Stereotypes! Andrée Michel, 1986 |
| stanford elimination of harmful language: Social Epidemiology Lisa F. Berkman, Ichiro Kawachi, 2000-03-09 This book shows the important links between social conditions and health and begins to describe the processes through which these health inequalities may be generated. It reviews a range of methodologies that could be used by health researchers in this field and proposes innovative future research directions. |
| stanford elimination of harmful language: The Financial Crisis Inquiry Report Financial Crisis Inquiry Commission, 2011-05-01 The Financial Crisis Inquiry Report, published by the U.S. Government and the Financial Crisis Inquiry Commission in early 2011, is the official government report on the United States financial collapse and the review of major financial institutions that bankrupted and failed, or would have without help from the government. The commission and the report were implemented after Congress passed an act in 2009 to review and prevent fraudulent activity. The report details, among other things, the periods before, during, and after the crisis, what led up to it, and analyses of subprime mortgage lending, credit expansion and banking policies, the collapse of companies like Fannie Mae and Freddie Mac, and the federal bailouts of Lehman and AIG. It also discusses the aftermath of the fallout and our current state. This report should be of interest to anyone concerned about the financial situation in the U.S. and around the world.THE FINANCIAL CRISIS INQUIRY COMMISSION is an independent, bi-partisan, government-appointed panel of 10 people that was created to examine the causes, domestic and global, of the current financial and economic crisis in the United States. It was established as part of the Fraud Enforcement and Recovery Act of 2009. The commission consisted of private citizens with expertise in economics and finance, banking, housing, market regulation, and consumer protection. They examined and reported on the collapse of major financial institutions that failed or would have failed if not for exceptional assistance from the government.News Dissector DANNY SCHECHTER is a journalist, blogger and filmmaker. He has been reporting on economic crises since the 1980's when he was with ABC News. His film In Debt We Trust warned of the economic meltdown in 2006. He has since written three books on the subject including Plunder: Investigating Our Economic Calamity (Cosimo Books, 2008), and The Crime Of Our Time: Why Wall Street Is Not Too Big to Jail (Disinfo Books, 2011), a companion to his latest film Plunder The Crime Of Our Time. He can be reached online at www.newsdissector.com. |
| stanford elimination of harmful language: The 2030 Spike Colin Mason, 2013-06-17 The clock is relentlessly ticking! Our world teeters on a knife-edge between a peaceful and prosperous future for all, and a dark winter of death and destruction that threatens to smother the light of civilization. Within 30 years, in the 2030 decade, six powerful 'drivers' will converge with unprecedented force in a statistical spike that could tear humanity apart and plunge the world into a new Dark Age. Depleted fuel supplies, massive population growth, poverty, global climate change, famine, growing water shortages and international lawlessness are on a crash course with potentially catastrophic consequences. In the face of both doomsaying and denial over the state of our world, Colin Mason cuts through the rhetoric and reams of conflicting data to muster the evidence to illustrate a broad picture of the world as it is, and our possible futures. Ultimately his message is clear; we must act decisively, collectively and immediately to alter the trajectory of humanity away from catastrophe. Offering over 100 priorities for immediate action, The 2030 Spike serves as a guidebook for humanity through the treacherous minefields and wastelands ahead to a bright, peaceful and prosperous future in which all humans have the opportunity to thrive and build a better civilization. This book is powerful and essential reading for all people concerned with the future of humanity and planet earth. |
| stanford elimination of harmful language: Toxin Toxout Bruce Lourie, Rick Smith, 2013-12-01 From the authors of the bestselling Slow Death by Rubber Duck comes Toxin Toxout: Getting Harmful Chemicals Out of Our Bodies and Our World. Yes, the Rubber Duck boys are back and, after showing us all the ways that toxins get in our bodies, now they give us a guide for scrubbing those toxins out.Following the runaway success of their first book, two of the world's leading environmental activists give practical and often surprising advice for removing toxic chemicals from our bodies and homes. There are over 80,000 synthetic chemicals in commerce today, including hormone-disrupting phthalates and parabens, cancer-causing pesticides, heavy metals and air pollutants. Rick Smith and Bruce Lourie use their outrageous experiments (on themselves and their brave volunteers) to prove how easily our bodies absorb these chemicals from the foods we eat, the air we breathe, and the products we smear on our skin &– day after day. Then they give us the good news about what is in our control and the steps we can take for reducing our toxic burden. They investigate the truth behind organic foods, which detox methods actually work, if indoor air quality is improving, and how we dispose of waste (where do those chemicals go?). The result is nothing short of a must-read prescription for a healthier life. |
| stanford elimination of harmful language: FDT Association for Computing Machinery. Special Interest Group on Management of Data, 1974 |
| stanford elimination of harmful language: The Second Sex Simone de Beauvoir, 1997 Of all the writing that emerged from the existentialist movement, Simone de Beauvoir's groundbreaking study of women will probably have the most extensive and enduring impact. It is at once a work of anthropology and sociology, of biology and psychoanalysis, from the pen of a writer and novelist of pennetrating imaginative power.THE SECOND SEX stands, five decades after its first appearance, as the first landmark in the modern feminist upsurge that has transformed perceptions of the social relationship of man and womankind in our time |
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