sidhellman/clean_data.txt · Datasets at Hugging Face

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to Vast Robust Portfolio Selection, IJCAI20: Proceedings of the Twenty-Ninth
International Joint Conference on Artificial Intelligence, 2021, https://www.ijcai.
org/proceedings/2020/0637.pdf.
26. Aliaa Bassiouny, Omar Khater, and Eskandar Tooma, Enhancing Value Investing
Using an AI Genetic Algorithm Model for Dynamic Security Selection, MS provid-
ed by author.
27. Gautier Marti, CorrGAN: Sampling Realistic Financial Correlation Matrices Using
Generative Adversarial Networks, 2020 IEEE International Conference on Acous-
tics, Speech and Signal Processing (ICASSP), https://arxiv.org/pdf/1910.09504.
pdf.
28. Rama Cont et al., Tail-GAN: Learning to Simulate Tail Risk Scenarios, arXiv.org,
revised March 25, 2023, https://arxiv.org/pdf/2203.01664.pdf.
29. Hugh Son, JPMorgan is developing a ChatGPT-like A.I. service that gives invest-
ment advice, CNBC, May 25, 2023, https://www.cnbc.com/2023/05/25/jpmor-
gan-develops-ai-investment-advisor.html.
30. Dave McKay, What Is COBOL, and Why Do So Many Institutions Rely on It?
How-To-Geek, April 15, 2020, https://www.howtogeek.com/667596/what-is-co-
bol-and-why-do-so-many-institutions-rely-on-it/.
31. The great cloud mainframe migration: what banks need to know, Accenture,
Banking Cloud Altimeter, April 2022, https://bankingblog.accenture.com/wp-con-
tent/uploads/2022/04/Accenture-Altimeter-PDF-02-1.pdf.
32. AI: The missing piece for Cobol modernisation in finance, FinTech Futures,
September 9, 2019, https://www.fintechfutures.com/2019/09/ai-the-missing-
piece-for-cobol-modernisation-in-finance/; and Michael Chui, Eric Hazan, Roger
Roberts, Alex Singla, Kate Smaje, Alex Sukharevsky, Lareina Yee, and Rodney
Zemmei, The economic potential of generative AI: The next productivity frontier,
McKinsey, June 14, 2023, https://www.mckinsey.com/capabilities/mckinsey-dig-
ital/our-insights/the-economic-potential-of-generative-ai-the-next-productiv-
ity-frontier.
33. Ghiath Shabsigh and El Bachir Boukherouaa, Generative Artificial Intelligence in
Finance: Risk Considerations, International Monetary Fund, August 2023, https://
www.imf.org/-/media/Files/Publications/FTN063/2023/English/FTNEA2023006.
ashx.
34. Rama Cont and Wei Xiong, Dynamics of market making algorithms in dealer mar-
kets: Learning and tacit collusion, Mathematical Finance, May 30, 2023, https://
onlinelibrary.wiley.com/doi/full/10.1111/mafi.12401.
35. Ghiath Shabsigh and El Bachir Boukherouaa, Generative Artificial Intelligence in
Finance: Risk Considerations, International Monetary Fund, August 2023, https://
www.imf.org/-/media/Files/Publications/FTN063/2023/English/FTNEA2023006.
ashx.
36. Clark Barrett et al., Identifying and Mitigating the Security Risks of Generative AI,
October 17, 2023, https://arxiv.org/pdf/2308.14840v3.pdf.
37. Gil Appel et al., Generative AI Has an Intellectual Property Problem, Harvard
Business Review, April 7, 2023, https://hbr.org/2023/04/generative-ai-has-an-in-
tellectual-property-problem.
38. Chris Baker, Intellectual property and generative AI: Five IP risks for users and
developers, Deloitte (blog), September 2023, https://www2.deloitte.com/uk/en/
blog/ai-institute/2023/intellectual-property-and-generative-ai.html.
39. Lyle Moran, Lawyer cites fake cases generated by ChatGPT in legal brief, Legal
Dive, May 30, 2023, https://www.legaldive.com/news/chatgpt-fake-legal-cas-
es-generative-ai-hallucinations/651557/.
40. Ziwei Ji et al., Survey of Hallucination in Natural Language Generation, ACM
Computing Surveys, March 3, 2023, https://dl.acm.org/doi/10.1145/3571730.
41. Our emerging regulatory approach to Big Tech and Artificial Intelligence (press
release), Financial Conduct Authority, July 12, 2023, https://www.fca.org.uk/news/
speeches/our-emerging-regulatory-approach-big-tech-and-artificial-intelligence.
42. Chatbots in consumer finance, Consumer Financial Protection Bureau, June
2023, https://s3.amazonaws.com/files.consumerfinance.gov/f/documents/cfpb_
chatbot-issue-spotlight_2023-06.pdf.
43. SEC Proposes New Requirements to Address Risks to Investors From Conflicts
of Interest Associated With the Use of Predictive Data Analytics by Broker-Deal-
ers and Investment Advisers (press release), U.S. Securities and Exchange
Commission, July 26 2023, https://www.sec.gov/news/press-release/2023-140.
44. Kyle Wiggers, Are AI models doomed to always hallucinate? TechCrunch,
September 4, 2023, https://techcrunch.com/2023/09/04/are-language-mod-
els-doomed-to-always-hallucinate/.
Footnotes
23
MIT Technology Review Insights
About MIT Technology Review Insights
MIT Technology Review Insights is the custom publishing division of MIT Technology Review, the worlds
longest-running technology magazine, backed by the worlds foremost technology institutionproducing
live events and research on the leading technology and business challenges of the day. Insights conducts
qualitative and quantitative research and analysis in the US and abroad and publishes a wide variety of content,
including articles, reports, infographics, videos, and podcasts. And through its growing MIT Technology Review
Global Insights Panel, Insights has unparalleled access to senior-level executives, innovators, and
entrepreneurs worldwide for surveys and in-depth interviews.
While every effort has been taken to verify the accuracy of this information, MIT Technology Review Insights cannot accept any responsibility or liability for reliance by any person
on this report or any of the information, opinions, or conclusions set out in this report.
Copyright MIT Technology Review Insights, 2023. All rights reserved.
From the sponsor
UBS is a leading and truly global wealth manager and the leading universal bank in Switzerland. It also provides
diversified asset management solutions and focused investment banking capabilities. With the acquisition of
Credit Suisse, UBS manages 5.5 trillion dollars of invested assets as per second quarter 2023. UBS helps
clients achieve their financial goals through personalized advice, solutions and products. Headquartered in
Zurich, Switzerland, the firm is operating in more than 50 countries around the globe. UBS Group shares are
listed on the SIX Swiss Exchange and the New York Stock Exchange (NYSE).
Illustrations
Illustrations assembled by Tim Huxford with elements from Shutterstock.
MIT Technology Review Insights
www.technologyreview.com
insights@technologyreview.com


RAMAYANA retold by C. Rajagopalachari
(Edited by Jay Mazo, American Gita Society)

Contents

1. The Conception

to Vast Robust Portfolio Selection, IJCAI20: Proceedings of the Twenty-Ninth

International Joint Conference on Artificial Intelligence, 2021, https://www.ijcai.

org/proceedings/2020/0637.pdf.

26. Aliaa Bassiouny, Omar Khater, and Eskandar Tooma, Enhancing Value Investing

Using an AI Genetic Algorithm Model for Dynamic Security Selection, MS provid-

ed by author.

27. Gautier Marti, CorrGAN: Sampling Realistic Financial Correlation Matrices Using

Generative Adversarial Networks, 2020 IEEE International Conference on Acous-

tics, Speech and Signal Processing (ICASSP), https://arxiv.org/pdf/1910.09504.

pdf.

28. Rama Cont et al., Tail-GAN: Learning to Simulate Tail Risk Scenarios, arXiv.org,

revised March 25, 2023, https://arxiv.org/pdf/2203.01664.pdf.

29. Hugh Son, JPMorgan is developing a ChatGPT-like A.I. service that gives invest-

ment advice, CNBC, May 25, 2023, https://www.cnbc.com/2023/05/25/jpmor-

gan-develops-ai-investment-advisor.html.

30. Dave McKay, What Is COBOL, and Why Do So Many Institutions Rely on It?

How-To-Geek, April 15, 2020, https://www.howtogeek.com/667596/what-is-co-

bol-and-why-do-so-many-institutions-rely-on-it/.

31. The great cloud mainframe migration: what banks need to know, Accenture,

Banking Cloud Altimeter, April 2022, https://bankingblog.accenture.com/wp-con-

tent/uploads/2022/04/Accenture-Altimeter-PDF-02-1.pdf.

32. AI: The missing piece for Cobol modernisation in finance, FinTech Futures,

September 9, 2019, https://www.fintechfutures.com/2019/09/ai-the-missing-

piece-for-cobol-modernisation-in-finance/; and Michael Chui, Eric Hazan, Roger

Roberts, Alex Singla, Kate Smaje, Alex Sukharevsky, Lareina Yee, and Rodney

Zemmei, The economic potential of generative AI: The next productivity frontier,

McKinsey, June 14, 2023, https://www.mckinsey.com/capabilities/mckinsey-dig-

ital/our-insights/the-economic-potential-of-generative-ai-the-next-productiv-

ity-frontier.

33. Ghiath Shabsigh and El Bachir Boukherouaa, Generative Artificial Intelligence in

Finance: Risk Considerations, International Monetary Fund, August 2023, https://

www.imf.org/-/media/Files/Publications/FTN063/2023/English/FTNEA2023006.

ashx.

34. Rama Cont and Wei Xiong, Dynamics of market making algorithms in dealer mar-

kets: Learning and tacit collusion, Mathematical Finance, May 30, 2023, https://

onlinelibrary.wiley.com/doi/full/10.1111/mafi.12401.

35. Ghiath Shabsigh and El Bachir Boukherouaa, Generative Artificial Intelligence in

Finance: Risk Considerations, International Monetary Fund, August 2023, https://

www.imf.org/-/media/Files/Publications/FTN063/2023/English/FTNEA2023006.

ashx.

36. Clark Barrett et al., Identifying and Mitigating the Security Risks of Generative AI,

October 17, 2023, https://arxiv.org/pdf/2308.14840v3.pdf.

37. Gil Appel et al., Generative AI Has an Intellectual Property Problem, Harvard

Business Review, April 7, 2023, https://hbr.org/2023/04/generative-ai-has-an-in-

tellectual-property-problem.

38. Chris Baker, Intellectual property and generative AI: Five IP risks for users and

developers, Deloitte (blog), September 2023, https://www2.deloitte.com/uk/en/

blog/ai-institute/2023/intellectual-property-and-generative-ai.html.

39. Lyle Moran, Lawyer cites fake cases generated by ChatGPT in legal brief, Legal

Dive, May 30, 2023, https://www.legaldive.com/news/chatgpt-fake-legal-cas-

es-generative-ai-hallucinations/651557/.

40. Ziwei Ji et al., Survey of Hallucination in Natural Language Generation, ACM

Computing Surveys, March 3, 2023, https://dl.acm.org/doi/10.1145/3571730.

41. Our emerging regulatory approach to Big Tech and Artificial Intelligence (press

release), Financial Conduct Authority, July 12, 2023, https://www.fca.org.uk/news/

speeches/our-emerging-regulatory-approach-big-tech-and-artificial-intelligence.

42. Chatbots in consumer finance, Consumer Financial Protection Bureau, June

2023, https://s3.amazonaws.com/files.consumerfinance.gov/f/documents/cfpb_

chatbot-issue-spotlight_2023-06.pdf.

43. SEC Proposes New Requirements to Address Risks to Investors From Conflicts

of Interest Associated With the Use of Predictive Data Analytics by Broker-Deal-

ers and Investment Advisers (press release), U.S. Securities and Exchange

Commission, July 26 2023, https://www.sec.gov/news/press-release/2023-140.

44. Kyle Wiggers, Are AI models doomed to always hallucinate? TechCrunch,

September 4, 2023, https://techcrunch.com/2023/09/04/are-language-mod-

els-doomed-to-always-hallucinate/.

Footnotes

23

MIT Technology Review Insights

About MIT Technology Review Insights

MIT Technology Review Insights is the custom publishing division of MIT Technology Review, the worlds

longest-running technology magazine, backed by the worlds foremost technology institutionproducing

live events and research on the leading technology and business challenges of the day. Insights conducts

qualitative and quantitative research and analysis in the US and abroad and publishes a wide variety of content,

including articles, reports, infographics, videos, and podcasts. And through its growing MIT Technology Review

Global Insights Panel, Insights has unparalleled access to senior-level executives, innovators, and

entrepreneurs worldwide for surveys and in-depth interviews.

While every effort has been taken to verify the accuracy of this information, MIT Technology Review Insights cannot accept any responsibility or liability for reliance by any person

on this report or any of the information, opinions, or conclusions set out in this report.

From the sponsor

UBS is a leading and truly global wealth manager and the leading universal bank in Switzerland. It also provides

diversified asset management solutions and focused investment banking capabilities. With the acquisition of

Credit Suisse, UBS manages 5.5 trillion dollars of invested assets as per second quarter 2023. UBS helps

clients achieve their financial goals through personalized advice, solutions and products. Headquartered in

Zurich, Switzerland, the firm is operating in more than 50 countries around the globe. UBS Group shares are

listed on the SIX Swiss Exchange and the New York Stock Exchange (NYSE).

Illustrations

Illustrations assembled by Tim Huxford with elements from Shutterstock.

MIT Technology Review Insights

www.technologyreview.com

insights@technologyreview.com

RAMAYANA retold by C. Rajagopalachari

(Edited by Jay Mazo, American Gita Society)

Contents

1. The Conception