Closed datherton09 closed 4 months ago
Machine Learning: The High Interest Credit Card of Technical Debt: https://research.google/pubs/machine-learning-the-high-interest-credit-card-of-technical-debt/
WINNER’S CURSE? ON PACE, PROGRESS, AND EMPIRICAL RIGOR: https://openreview.net/pdf?id=rJWF0Fywf
The Data Scientific Method vs. The Scientific Method: https://odsc.com/blog/the-data-scientific-method-vs-the-scientific-method/
AI Snake Oil: https://www.aisnakeoil.com/ (blog/substack)
The Fallacy of AI Functionality: https://dl.acm.org/doi/pdf/10.1145/3531146.3533158
Data and its (dis)contents: A survey of dataset development and use in machine learning research: https://www.cell.com/patterns/pdf/S2666-3899(21)00184-7.pdf
Against predictive optimization: https://predictive-optimization.cs.princeton.edu/
Measuring the predictability of life outcomes with a scientific mass collaboration: https://www.pnas.org/doi/10.1073/pnas.1915006117
On the Dangers of Stochastic Parrots: Can Language Models Be Too Big?: https://dl.acm.org/doi/pdf/10.1145/3442188.3445922
AI Is a Lot of Work: https://nymag.com/intelligencer/article/ai-artificial-intelligence-humans-technology-business-factory.html
Insanely Complicated, Hopelessly Inadequate: https://www.lrb.co.uk/the-paper/v43/n02/paul-taylor/insanely-complicated-hopelessly-inadequate
"Critiques of Generative AI" section created. All links above added. In future, we can use this thread to quickly add candidates for submission to this section of the repository.
https://assets.cureus.com/uploads/editorial/pdf/138667/20230219-28928-6kcyip.pdf https://arxiv.org/pdf/2304.15004.pdf https://arxiv.org/pdf/2312.16337.pdf https://arxiv.org/pdf/2311.00871.pdf https://arxiv.org/pdf/2311.17035.pdf https://stacks.stanford.edu/file/druid:kh752sm9123/ml_training_data_csam_report-2023-12-23.pdf https://faculty.washington.edu/aylin/publications.html https://arxiv.org/pdf/2312.11671.pdf https://arxiv.org/abs/2308.08708 https://www.wired.com/story/get-ready-for-the-great-ai-disappointment/ https://arstechnica.com/ai/2024/01/lazy-use-of-ai-leads-to-amazon-products-called-i-cannot-fulfill-that-request/ https://www.itpro.com/business/leadership/most-ceos-arent-buying-the-hype-on-generative-ai-benefits https://www.rollingstone.com/culture/culture-features/ai-companies-advocates-cult-1234954528/ https://www.consumerfinance.gov/data-research/research-reports/chatbots-in-consumer-finance/chatbots-in-consumer-finance/ https://arxiv.org/abs/2310.02446v1 https://arxiv.org/pdf/2402.11753.pdf https://arxiv.org/pdf/2402.03927.pdf https://rdcu.be/dAw4I https://www.unesco.org/en/articles/generative-ai-unesco-study-reveals-alarming-evidence-regressive-gender-stereotypes https://www.newscientist.com/article/2421067-ai-chatbots-use-racist-stereotypes-even-after-anti-racism-training/ https://www.barrons.com/news/ai-tools-still-permitting-political-disinfo-creation-ngo-warns-ac791521 https://www.dtu.dk/english/news/all-news/researchers-surprised-by-gender-stereotypes-in-chatgpt?id=7e5936d1-dfce-485b-8a90-78f7c757177d