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Towards Identifying Social Bias in Dialog Systems: Framework, Dataset, and Benchmark
16 references·0 citing·43 second hop
Towards Identifying Social Bias in Dialog Systems: Framework, Dataset, and Benchmark (2022)Towards Identifying Social Bias in Dialog…StereoSet: Measuring stereotypical bias in pretrained language models (2021)StereoSet: Measuring stereoty…Societal Biases in Language Generation: Progress and Challenges (2021)Societal Biases in Language G…RedditBias: A Real-World Resource for Bias Evaluation and Debiasing of Conversational Language Models (2021)RedditBias: A Real-World Reso…On the Opportunities and Risks of Foundation Models (2021)On the Opportunities and Risk…Ethical and social risks of harm from Language Models (2021)Ethical and social risks of h…Social Bias Frames: Reasoning about Social and Power Implications of Language (2020)Social Bias Frames: Reasoning…Language (Technology) is Power: A Critical Survey of “Bias” in NLP (2020)Language (Technology) is Powe…Does Gender Matter? Towards Fairness in Dialogue Systems (2020)Does Gender Matter? Towards F…CrowS-Pairs: A Challenge Dataset for Measuring Social Biases in Masked Language Models (2020)CrowS-Pairs: A Challenge Data…Nuanced Metrics for Measuring Unintended Bias with Real Data for Text Classification (2019)Nuanced Metrics for Measuring…Identifying and Reducing Gender Bias in Word-Level Language Models (2019)Identifying and Reducing Gend…Gender Bias in Contextualized Word Embeddings (2019)Gender Bias in Contextualized…Evaluating the Underlying Gender Bias in Contextualized Word Embeddings (2019)Evaluating the Underlying Gen…Ethical Challenges in Data-Driven Dialogue Systems (2018)Ethical Challenges in Data-Dr…#MeToo Alexa: How Conversational Systems Respond to Sexual Harassment (2018)#MeToo Alexa: How Conversatio…Insidious dangers of benevolent sexism: Consequences for women's performance. (2007)Insidious dangers of benevole…A Theory of Psychological Reactance (1968)Individual differences in working memory and reading (1980)A model of (often mixed) stereotype content: Competence and warmth respectively follow from perceived status and competition. (2002)Interacting with sexist men triggers social identity threat among female engineers. (2009)Yet another dark side of chivalry: Benevolent sexism undermines and hostile sexism motivates collective action for social change. (2011)Not So Subtle (2013)Certifying and Removing Disparate Impact (2015)Measuring and Mitigating Unintended Bias in Text Classification (2018)Model Cards for Model Reporting (2019)Social Biases in NLP Models as Barriers for Persons with Disabilities (2020)Algorithmic fairness datasets: the story so far (2022)Trustworthy AI: A Computational Perspective (2022)Man is to Computer Programmer as Woman is to Homemaker? Debiasing Word Embeddings (2016)Men Also Like Shopping: Reducing Gender Bias Amplification using Corpus-level Constraints (2017)Semantics derived automatically from language corpora contain human-like biases (2017)Gender Bias in Neural Natural Language Processing (2020)Five sources of bias in natural language processing (2021)Lipstick on a Pig: Debiasing Methods Cover up Systematic Gender Biases in Word Embeddings But do not Remove Them (2019)Towards Debiasing Sentence Representations (2020)BBQ: A hand-built bias benchmark for question answering (2022)Towards trustworthy LLMs: a review on debiasing and dehallucinating in large language models (2024)Language and woman's place (1973)Algorithmic Decision Making and the Cost of Fairness (2017)A Computational Approach to Understanding Empathy Expressed in Text-Based Mental Health Support (2020)Gender Bias in Machine Translation (2021)Math = male, me = female, therefore math ≠ me. (2002)HISTORIAE, History of Socio-Cultural Transformation as Linguistic Data Science. A Humanities Use Case (2019)Biases in Large Language Models: Origins, Inventory, and Discussion (2023)Gender bias and stereotypes in Large Language Models (2023)Black Feminist Thought: Knowledge, Consciousness, and the Politics of Empowerment. (1992)Unsettling race and language: Toward a raciolinguistic perspective (2017)Algorithmic Bias in Education (2021)Towards a standard for identifying and managing bias in artificial intelligence (2022)Bias and Fairness in Large Language Models: A Survey (2024)Nature of Prejudice (1954)Transforming Our World: The 2030 Agenda for Sustainable Development (2018)TruthfulQA: Measuring How Models Mimic Human Falsehoods (2022)Academic Integrity considerations of AI Large Language Models in the post-pandemic era: ChatGPT and beyond (2023)Generative AI at Work (2023)Auditing large language models: a three-layered approach (2023)The Fallacy of AI Functionality (2022)Co-Writing with Opinionated Language Models Affects Users’ Views (2023)The Opportunities and Risks of Large Language Models in Mental Health (2024)
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References

  • 2021On the Opportunities and Risks of Foundation Models2,670 cited
  • 2020Language (Technology) is Power: A Critical Survey of “Bias” in NLP1,044 cited
  • 2021StereoSet: Measuring stereotypical bias in pretrained language models643 cited
  • 2021Ethical and social risks of harm from Language Models477 cited
  • 2007Insidious dangers of benevolent sexism: Consequences for women's performance.464 cited
  • 2020CrowS-Pairs: A Challenge Dataset for Measuring Social Biases in Masked Language Models438 cited
  • 2020Social Bias Frames: Reasoning about Social and Power Implications of Language346 cited
  • 2019Gender Bias in Contextualized Word Embeddings334 cited
  • 2019Nuanced Metrics for Measuring Unintended Bias with Real Data for Text Classification317 cited
  • 2019Identifying and Reducing Gender Bias in Word-Level Language Models219 cited
  • 2019Evaluating the Underlying Gender Bias in Contextualized Word Embeddings190 cited
  • 2018Ethical Challenges in Data-Driven Dialogue Systems170 cited
  • 2021Societal Biases in Language Generation: Progress and Challenges131 cited
  • 2021RedditBias: A Real-World Resource for Bias Evaluation and Debiasing of Conversational Language Models107 cited
  • 2018#MeToo Alexa: How Conversational Systems Respond to Sexual Harassment

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87 cited
  • 2020Does Gender Matter? Towards Fairness in Dialogue Systems81 cited
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