- From: Paola Di Maio <paoladimaio10@gmail.com>
- Date: Tue, 30 May 2023 18:58:57 +0100
- To: ProjectParadigm-ICT-Program <metadataportals@yahoo.com>
- Cc: W3C AIKR CG <public-aikr@w3.org>
- Message-ID: <CAMXe=SrRb0dhw46VQohph6h3gh_tZCoPwBn6qrKj5L7j6_E3mQ@mail.gmail.com>
This line of analysis, mapping the family trees and identifying gaps could be a good starting point for the work you propose On Tue, May 30, 2023 at 6:29 PM ProjectParadigm-ICT-Program < metadataportals@yahoo.com> wrote: > Another useful paper is: > Harnessing the Power of LLMs in Practice: A Survey on ChatGPT and Beyond > https://arxiv.org/abs/2304.13712 > > The current situation of the proliferation of OpenAi and other original > creator derived products is starting to look a lot like a collection of > family trees of Linux distros. > > Garrido et alii have provided a good starting point, but there are quite a > few more family trees. > > > Milton Ponson > GSM: +297 747 8280 > PO Box 1154, Oranjestad > Aruba, Dutch Caribbean > Project Paradigm: Bringing the ICT tools for sustainable development to > all stakeholders worldwide through collaborative research on applied > mathematics, advanced modeling, software and standards development > > > On Monday, May 29, 2023 at 01:28:29 PM AST, Paola Di Maio < > paola.dimaio@gmail.com> wrote: > > > Thank you Milton > The idea of identifying categories of generative AI is valid, imho > First step would be to gather the field, ie, make a short summary of > existing literature (what about this paper, for example?) > *A Complete Survey on Generative AI (AIGC): Is ChatGPT from GPT-4 to GPT-5 > All You Need? https://arxiv.org/abs/2303.11717 > <https://arxiv.org/abs/2303.11717>* > > https://medium.com/@eduardogarrido90/chatgpt-is-not-all-you-need-a-quick-summary-of-the-generative-ai-taxonomy-e2b8b47a9851 > is there anything missing in this paper that our list could add? > > Rendering in Stratml would be a separate thing, that can be done at the > end (so that the taxonomy ontology can be rendered in any xml format) > surely Owen can take care of the stratml part when we get there, but imho > the taxonomy should exist as plain text in the first place > > On Mon, May 29, 2023 at 5:24 PM ProjectParadigm-ICT-Program < > metadataportals@yahoo.com> wrote: > > Dear all, > > Open AI, Microsoft, Google and Meta have opened Pandora's Box and set in > motion an unstoppable development push of generative LLMs and generative > audio and visual AI applications. > > Countless experts and the "godfather of AI" have made comments on the > current state of AI and painted a varied panorama of scenarios ranging from > doomsday and human race annihilation to AI as replacing domestic assistants > (in embodied form) and other assistive functions (replacing humans in quite > a few instances). > > There are three issues that will have an impact on further development: > (1) the sheer size of the data sets and variable count of the programs and > the amount of computing power required for general all purpose LLM chatbot > applications; > (2) in making online search chatbot powered increases the energy > footprints of online search to the extent that chatbot related activities > could lead to a 2-3% increase in CO2 emissions and require additional > investments and space for data centers; > (3) bias, error and unwanted emergent abilities will severe limit open, > explainable, accountable, safe and trustworthy utilization in many > industries and fields, e.g. in health care, social services and judicial > systems. > > There are several approaches now being proposed to tackle all three issues. > > The focus on few shot, zero shot, limited domains of discourse and reduced > equipment and power consumption solutions, and in some scenarios moving the > computing from the cloud to the edge. > > When we look at how humans learn in school, and other levels of education > it makes sense to use learning materials that are (1) curated/peer > reviewed, (2) limited in scope by their application or as part of a modular > approach to a a specific profession or academic discipline, (3) limited in > size of text or audiovisual content. > > The learning from practice and experience component in humans is slightly > more complicated and is the subject of many overlapping disciplines from > biology, biochemistry, cognition and neuroscience to psychology, philosophy > and quantum physics. > > I would like to propose making an inventory of categories of generative AI > applications currently on the market and being developed, where possible > mapped to their respective utilization in which fields, and listing for > their utilization current issues that are of concern to their openness, > explainability, accountability, safety and trustworthiness. > > There are several conceptual diagrams for defining artificial intelligence > and we could pick a limited number for categorization, one for general > purpose like the one from the high level expert group on AI of the EU to > some conceptual models used in industry or academe that focus on particular > general areas or narrow focus fields of application. > > Since the open, explainable, accountable, safe and trustworthy use of > generative AI will require academics, industry, civil society and > legislators to find common ground in terms of what needs to be addressed, > this proposal makes sense. > > We can use StratML to help make the strategic planning process automated, > and get support of academia in generating literature and systematic reviews > of the status quo and state of the art of conceptual models and application > of generative AI > > And because we as a community group are focused on the knowledge > representation, we make this the defining ingredient for the proposed work > to be done. > > Milton Ponson > GSM: +297 747 8280 > PO Box 1154, Oranjestad > Aruba, Dutch Caribbean > Project Paradigm: Bringing the ICT tools for sustainable development to > all stakeholders worldwide through collaborative research on applied > mathematics, advanced modeling, software and standards development > >
Received on Tuesday, 30 May 2023 17:59:42 UTC