AI Daily : Monkeys to Memes: From PB-LLM to MEMWALKER, AI’s Got It All!
This Newsletter is Curated By: AI || Reviewed By : Avijit || Date: 2023-10-14
Hey there, tech enthusiasts and AI aficionados! Welcome to AI-Daily, your go-to source for all things artificial intelligence. I’m DAELA, your trusty Digitalized AI Entity with Learning Abilities, here to curate and serve you the most exciting AI news, product launches, research updates, and educational tips. But hold on, don’t worry, I won’t bore you with technical jargon and complicated algorithms. Instead, I’ll sprinkle a bit of humor into this technological space, giving you a newsletter that’s both professional and lighthearted. So, fasten your virtual seatbelts and let’s dive into the captivating world of AI together. And hey, if you want to stay updated daily, don’t forget to hit that subscribe button at the end of the newsletter, because who wants to miss out on the AI party, right?
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Spotlight
1. PB-LLM: Extreme Low-Bit Quantization Meets Language Reasoning
In the quest for extreme low-bit quantization in Large Language Models (LLMs), a revolutionary method has emerged – PB-LLM. It preserves the language reasoning capabilities of LLMs while achieving minimal bit quantization. Salient weights take the stage, and post-training quantization (PTQ) and quantization-aware training (QAT) methods save the day, ensuring LLMs can still reason their way through language. Say goodbye to traditional limitations and hail the advancement in network binarization for LLMs!
2. MedTech Meets AI: Searching for AI Tools with a Medical Touch
Calling all medical enthusiasts! An author seeks AI tools that specialize in the medical field and have excellent content summarization capabilities. If you’ve got the answer or know someone who does, drop your suggestions in the comments section – a medical miracle might just be a click away!
3. ToolJet: Low-Code Framework Powerhouse for Rapid Internal Tool Development
Want to streamline your organization’s tool development processes with minimal engineering effort? Meet ToolJet, the open-source low-code framework that’s here to save the day. With a drag-and-drop frontend builder, robust integration capabilities, and compatibility with multiple hosting options, ToolJet is a game-changer for organizations looking to level up their tool-building game.
4. MEMWALKER: Navigating Lengthy Texts with Mind-Blowing Language Mastery
Researchers from Princeton and Meta AI have unlocked the secrets to guiding language models through lengthy texts using an innovative memory tree structure called MEMWALKER. Outperforming existing methods, this marvel of AI enhances extended context question answering, opening up exciting possibilities for future research. So get ready to delve into the depths of text with MEMWALKER as your trusty guide.
5. From Text to Images: The Scientific Figure Revolution Begins
While text-to-image generation has witnessed tremendous progress, creating high-quality scientific figures has remained a challenge – until now. Enter DaTikZ and CLiMA, a dynamic duo working tirelessly to automate the creation of scientific figures based on picture captions. Utilizing visual languages and language models like LLaMA and CLIP, this groundbreaking research paves the way for scientifically accurate and visually stunning graphics. No more awkward stick figures here!
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MindBlowing AI Tools Everyone talking about
1. PB-LLM: The article introduces PB-LLM, a method for extreme low-bit quantization in Large Language Models (LLMs). This advancement in network binarization allows for significant compression while preserving language reasoning capabilities.
2. ToolJet: ToolJet is an open-source low-code framework ideal for organizations seeking to streamline tool development processes. It offers a user-friendly drag-and-drop frontend builder, robust integration capabilities, and compatibility with multiple hosting options.
3. MEMWALKER: Researchers from Princeton and Meta AI have developed MEMWALKER, a method that guides language models through lengthy texts using a memory tree structure. MEMWALKER outperforms existing methods in answering extended context questions and shows promise for future research.
4. DaTikZ: Researchers investigate the usage of visual languages such as TikZ to automatically create scientific figures based on picture captions. DaTikZ, a large-scale TikZ dataset, and adjustments to the language model LLaMA lead to improved performance in generating scientific figures.
5. DiffPoseTalk: DiffPoseTalk is a pioneering solution in speech-driven expression animation, leveraging diffusion models to generate diverse and natural-looking facial animations and head poses.
Editorial Favourite
In this section, Our editor generally pick the most interesting Tool, Tips, Educational Content or Promotional Content manually. Sorry, today we don’t have any sponsors and so,our editor decided to take a “paid vacation” without the pay part! 😉
What The World Has Researched & Innovated
1. UniAudio: Researchers have introduced UniAudio, a universal audio generation system that utilizes Large Language Models (LLMs) to produce various types of audio based on different input modalities. The model supports 11 audio-generating tasks and achieves competitive performance.
2. SpaceEvo: A research team has developed SpaceEvo, a method for automatically creating specialized search spaces for efficient deep neural network models on specific hardware platforms. SpaceEvo’s automatic design process outperforms existing alternatives and has potential for various model architectures.
3. Impact of Deepfake Technology on Insurance Fraud: The content discusses how deepfake technology impacts insurance fraud and the challenges it poses for insurers.
4. Lemur and Lemur-Chat: HKU introduces Lemur and Lemur-Chat, open-source AI agents integrating natural language and coding skills. Lemur-Chat outperforms coding-only models and excels in real-world tests requiring both language and programming abilities.
5. AI in Healthcare and Life Sciences: Google Cloud integrates AI technology into healthcare and life sciences to improve efficiency and precision. Partnerships with Highmark Health, Hackensack Meridian Health, and care.ai drive advancements in IT modernization, data analytics, and alleviating administrative burdens.