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Will LLMs always hallucinate? As large language models (LLMs) become more powerful and pervasive, it's crucial that we understand their limitations. A new paper argues that hallucinations - where the model generates false or nonsensical information - are not just occasional mistakes, but an inherent property of these systems. While the idea of hallucinations as features isn't new, the researchers' explanation is. They draw on computational theory and Gödel's incompleteness theorems to show that hallucinations are baked into the very structure of LLMs. In essence, they argue that the process of training and using these models involves undecidable problems - meaning there will always be some inputs that cause the model to go off the rails. This would have big implications. It suggests that no amount of architectural tweaks, data cleaning, or fact-checking can fully eliminate hallucinations. So what does this mean in practice? For one, it highlights the importance of using LLMs carefully, with an understanding of their limitations. It also suggests that research into making models more robust and understanding their failure modes is crucial. No matter how impressive the results, LLMs are not oracles - they're tools with inherent flaws and biases LLM & Generative AI Resources: https://t.me/generativeai_gpt

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Introducing the Realtime API Today, we're introducing a public beta of the Realtime API, enabling all paid developers to build low-latency, multimodal experiences in their apps. Similar to ChatGPT’s Advanced Voice Mode, the Realtime API supports natural speech-to-speech conversations using the six preset voices⁠(opens in a new window) already supported in the API. We’re also introducing audio input and output in the Chat Completions API⁠(opens in a new window) to support use cases that don’t require the low-latency benefits of the Realtime API. With this update, developers can pass any text or audio inputs into GPT-4o⁠ and have the model respond with their choice of text, audio, or both. From language apps and educational software to customer support experiences, developers have already been leveraging voice experiences to connect with their users. Now with Realtime API and soon with audio in the Chat Completions API, developers no longer have to stitch together multiple models to power these experiences.

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AI Journey 2024: Glimpse into AI-Driven Future The AI Journey International Conference on Artificial Intelligence and Machine Learning will once again bring together developers, scientists, and AI enthusiasts. With 200+ speakers from more than ten countries, including China, India, UAE, Indonesia, and Iran, the conference will glimpse an AI-enriched future. AI Journey will be held in Moscow on December 11–13, with each day highlighting a different track: Society, Business, and Science. On December 11, the focus will be on Society, where BRICS experts, business, and government representatives will discuss the key role of technologies and AI as a means to address social issues. Attendees will gain insights into various AI-related success stories and how AI supports the sustainable development of the planet. December 12 will be dedicated to Business. This track will feature leading experts such as Jaspreet Bindra, Dr. Aisha Bint Butti Bin Bishr, Janet Sawari, Karuna Gopal , and Hammam Riza, who will elaborate on real-world implementation of AI in business, and how business and industry can benefit from it. December 13 will be all about Science. Sessions will feature international researchers sharing insights into the latest AI technology and the AI’s impact on research and science in general. Swagatam Das, Vladimir Spokoiny, Dedi Darwis, Gonzalo Ferrer, and other international experts will delve into the latest scientific advances ranging from generative models and quantum technologies to cybersecurity, educational tools, and medicine. Speakers from Sber, Moscow Institute of Physics and Technology, Innopolis University, and others will share how AI is transforming learning, development, reading, and art in everyday life. The Science Day will also immerse all AI newbies in the world of artificial intelligence with a special AIJ Junior track. The AI Journey will host the awards ceremony for the finalists of the AI Challenge for young data scientists and the AIJ Contest for experienced AI professionals. Join the live broadcast. Be up to date with the top AI news!

OpenAI releases text-to-video model Sora for ChatGPT Plus and Pro users Dec 9 (Reuters) - OpenAI said on Monday it has released its artificial intelligence model, which creates video from text, to ChatGPT Plus and Pro users, expanding its foray into multimodal AI technologies. The Microsoft-backed (MSFT.O), opens new tab company, which kicked off a generative AI craze with the launch of its ChatGPT chatbot in November 2022, aims to target similar text-to-video tools from Meta (META.O), opens new tab and Alphabet's (GOOGL.O), opens new tab Google, along with Stability AI's Stable Video Diffusion.