{"id":66766,"date":"2023-01-13T00:43:59","date_gmt":"2023-01-13T05:43:59","guid":{"rendered":"https:\/\/world.edu\/?p=66766"},"modified":"2023-01-13T00:43:59","modified_gmt":"2023-01-13T05:43:59","slug":"chatgpt-why-is-everyone-talking-about-it","status":"publish","type":"post","link":"https:\/\/world.edu\/chatgpt-why-is-everyone-talking-about-it\/","title":{"rendered":"ChatGPT: why is everyone talking about it?"},"content":{"rendered":"

\"\"<\/span><\/p>\n

The\u00a0<\/span>release of ChatGPT on November 30<\/span><\/a>\u00a0marked a new milestone in the development of language processing technologies.\u00a0It is in any case the first time that an AI system, directly resulting from research, has aroused such enthusiasm: numerous articles have appeared in the specialized but also general press.\u00a0ChatGPT (or OpenAI, the company that develops ChatGPT, or both) are consistently trending on Twitter even today.<\/span><\/p>\n

Why such an echo?\u00a0Are ChatGPT’s capabilities a departure from previous technologies capable of generating text?<\/span><\/p>\n

ChatGPT can chat<\/strong><\/h4>\n

Clearly, ChatGPT has allowed a qualitative leap: it is able to answer, in an often relevant way, almost any query in natural language.\u00a0GPT2, then GPT3 – the previous language models developed by OpenAI – were already very good at generating text from a few words or sentences given as a primer (what is called the “prompt”): we often spoke of ”\u00a0<\/span>stochastic<\/span><\/em>\u00a0parrots” , as proposed by\u00a0<\/span>Emily Bender<\/span><\/a>\u00a0, and many other\u00a0critical <\/a><\/span>researchers<\/span><\/a>\u00a0of these techniques.\u00a0Indeed, one could say that these systems produced text from bits of sentences drawn from the immense corpora at their disposal… even if this image of the parrot must be qualified: the systems do not repeat extracts word for word, but produce in general an original text by taking up, paraphrasing, combining elements seen in various corpora.<\/span><\/p>\n

ChatGPT takes up these characteristics, but the \u201cchat\u201d part (dialogue) adds a completely different dimension, and often seemingly stunning.<\/span><\/p>\n

The system no longer produces just a paragraph from a sentence given as input.\u00a0He is now able to answer both simple and complex questions correctly, he can provide elements of reasoning, speak different languages, analyze or produce computer code, among other things.<\/span><\/p>\n

For example, if asked if two characters were able to meet, the system is able to determine the dates corresponding to their existence,\u00a0<\/span>compare these dates and deduce an answer<\/span><\/a>\u00a0.\u00a0This is trivial for a human, but no system until now could answer this type of question so precisely without being highly specialized.\u00a0Beyond the language, ChatGPT can also provide\u00a0<\/span>elements of mathematical reasoning<\/span><\/a>\u00a0(but\u00a0<\/span>it is often wrong<\/span><\/a>\u00a0) and\u00a0<\/span>analyze computer code in<\/span><\/a>\u00a0particular.<\/span><\/p>\n

ChatGPT, a closed system<\/strong><\/h4>\n

Regarding the operation of the system, difficult to say more, because OpenAI, despite its name, develops closed systems.\u00a0That is, the computer code (source code) used is not available, and ChatGPT-related research remains largely a trade secret for now \u2013 although, of course,\u00a0<\/span>other teams<\/span><\/a>\u00a0are working on\u00a0<\/span>similar systems<\/span><\/a>\u00a0, also based on deep learning.\u00a0So we have an idea of \u200b\u200bwhat is used by OpenAI.<\/span><\/p>\n

Other companies have kept a more open model,\u00a0<\/span>for example Meta with the work carried out at FAIR<\/span><\/a>\u00a0, generally open and published in the main conferences of the field.\u00a0But, more generally, we are increasingly seeing a closure of research.\u00a0For example, while Apple has always had a\u00a0<\/span>private and top-secret<\/span><\/a>\u00a0development model , Deepmind had an open model and is arguably a little less so\u00a0<\/span>now that the company is under the control of Google<\/span><\/a>\u00a0.<\/span><\/p>\n

The ChatGPT system itself could become commercial:\u00a0<\/span>OpenAI is funded by Microsoft<\/span><\/a>\u00a0, which could decide to close access to the system one day soon, if it is in its interest.<\/span><\/p>\n

By testing ChatGPT, you contribute (for free) to improve it<\/strong><\/h4>\n

In the meantime, OpenAI benefits from the enormous publicity that its tool brings to it, and also from all the user interactions with it.\u00a0If a user reports that an answer is not good, or asks the tool to reformulate his answer taking into account an additional element, this is as much information as the system stores and can reuse to refine its answer the next time, on the request asked or on a similar request.\u00a0By testing ChatGPT,\u00a0<\/span>we work for OpenAI for free<\/span><\/a>\u00a0\u00a0!<\/span><\/p>\n

To come back to the system itself, the dialogue part is therefore what makes the strength and particularity of ChatGPT (compared to GPT3 for example).\u00a0It is no longer a “simple” language model capable of generating text “by the kilometer”, but a real dialogue system.\u00a0It has probably benefited from millions or billions of examples\u00a0<\/span>evaluated by humans<\/span><\/a>\u00a0, and the current phase \u2013 where hundreds of thousands of users \u201cplay\u201d with the system almost for free \u2013 still allows it to be continuously improved, since all interactions are obviously recorded and used for this.<\/span><\/p>\n

It is now quite simple to access corpora of billions of words to develop a \u201cGPT\u201d type language model, at least for languages \u200b\u200bthat are widespread on the Internet.<\/span><\/p>\n

But the data that allowed the development of ChatGPT (dialogues, interactions with humans) are not public, and this is what gives OpenAI a significant advantage over the competition.<\/span><\/p>\n

For example, Google has different data, but no doubt also usable for this type of system \u2013 especially since Google has been developing a\u00a0<\/span>knowledge graph<\/span><\/a>\u00a0for several years which could make it possible to generate answers with better reliability than ChatGPT.\u00a0In particular, the analysis of query sequences from Google’s search engine could provide valuable information to guide interaction with the user… But, in the meantime, it’s OpenAI that has ChatGPT, and not Google: OpenAi has the advantage.<\/span><\/p>\n

Beyond ChatGPT, what applications in the future<\/strong>?<\/span><\/h4>\n

In fact, even if it is possible to\u00a0<\/span>circumvent the limits of ChatGPT<\/span><\/a>\u00a0, the system refuses to explain how to create a bomb, to produce erotic tales or to give her feelings (ChatGPT frequently answers that she is a machine, that\u00a0<\/span>she has no feelings or personality<\/span><\/a>\u00a0).\u00a0OpenAI has obviously taken care of its communication.\u00a0The company has also taken extreme care to \u201carmor\u201d the system, to allow it to thwart most of the pitfalls that can ruin this type of application in a few hours, as often happens for systems open to the general public.<\/span><\/p>\n

We can cite for example Meta, which last November had to\u00a0<\/span>withdraw its system called \u201cGalactica\u201d two days after putting it online<\/span><\/a>\u00a0.\u00a0Galactica had been trained in the scientific field and designed to offer services to researchers.\u00a0It was first touted as\u00a0<\/span>being able to write scientific papers automatically from a prompt<\/span><\/a>\u00a0…before the company clarified that it was obviously just a writing aid.\u00a0But this unfortunate communication strategy sparked a controversy that forced Meta to quickly unplug Galactica.<\/span><\/p>\n

Conversely, ChatGPT is still online, and still arouses as much passion among a large audience.\u00a0Questions remain, however: what impact will ChatGPT have?\u00a0What applications will be derived from it?\u00a0And what economic model is the OpenAI company (and Microsoft, its main investor) aiming for?<\/span><\/p>\n

Author Bio:<\/strong> Thierry Poibeau is DR CNRS at Ecole Normale Sup\u00e9rieure (ENS) \u2013 PSL<\/em><\/p>\n","protected":false},"excerpt":{"rendered":"

The\u00a0release of ChatGPT on November 30\u00a0marked a new milestone in the development of language processing technologies.\u00a0It is in any case the first time that an AI system, directly resulting from research, has aroused such enthusiasm: numerous articles have appeared in the specialized but also general press.\u00a0ChatGPT (or OpenAI, the company that develops ChatGPT, or both) […]\n… learn more→<\/a><\/p>","protected":false},"author":33,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[59],"tags":[434247],"coauthors":[11733],"class_list":["post-66766","post","type-post","status-publish","format-standard","hentry","category-science-tech","tag-chatgpt"],"acf":[],"yoast_head":"\nChatGPT: why is everyone talking about it? - World leading higher education information and services<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/world.edu\/chatgpt-why-is-everyone-talking-about-it\/\" class=\"yoast-seo-meta-tag\" \/>\n<meta property=\"og:locale\" content=\"en_US\" class=\"yoast-seo-meta-tag\" \/>\n<meta property=\"og:type\" content=\"article\" class=\"yoast-seo-meta-tag\" \/>\n<meta property=\"og:title\" content=\"ChatGPT: why is everyone talking about it? 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