Simply AI

Unlocking Transformers’ Reasoning Abilities, FastGen Enhances LLM Efficiency

Discover how the 'chain of thought' approach makes transformers smarter and how FastGen cuts GPU memory costs without compromising LLM quality. Also, learn about Lory, a fully-differentiable MoE model for language model pre-training, and the release of the largest supervised fine-tuning open-sourced dataset by Alignment Lab AI.Sources:https://www.marktechpost.com/2024/05/12/how-chain-of-thought-makes-transformers-smarter/https://www.marktechpost.com/2024/05/12/fastgen-cutting-gpu-memory-costs-without-compromising-on-llm-quality/https://www.marktechpost.com/2024/05/12/researchers-from-princeton-and-meta-ai-introduce-lory-a-fully-differentiable-moe-model-designed-for-autoregressive-language-model-pre-training/https://www.marktechpost.com/2024/05/12/alignment-lab-ai-releases-buzz-dataset-the-largest-supervised-fine-tuning-open-sourced-dataset/Outline:(00:00:00) Introduction(00:00:45) How ‘Chain of Thought’ Makes Transformers Smarter(00:03:23) FastGen: Cutting GPU Memory Costs Without Compromising on LLM Quality(00:06:51) Researchers from Princeton and Meta AI Introduce ‘Lory’: A Fully-Differentiable MoE Model Designed for Autoregressive Language Model Pre-Training(00:09:27) Alignment Lab AI Releases ‘Buzz Dataset’: The Largest Supervised Fine-Tuning Open-Sourced Dataset

Advancements in Information Extraction and Robotics, Aloe Models for Healthcare, and Human Rights in the Age of AI

Tsinghua University researchers propose ADELIE, a groundbreaking approach to information extraction. UC Berkeley introduces Learnable Latent Codes as Bridges (LCB) for robotics. The Barcelona Supercomputing Center and UPC develop Aloe models for healthcare. Human rights lawyer Susie Alegre explores the intersection of AI and human rights in her new book. Join us as we delve into these cutting-edge advancements and their implications for various fields.Sources:https://www.marktechpost.com/2024/05/11/tsinghua-university-researchers-propose-adelie-enhancing-information-extraction-with-aligned-large-language-models-around-human-centric-tasks/https://www.marktechpost.com/2024/05/11/uc-berkeley-researchers-introduce-learnable-latent-codes-as-bridges-lcb-a-novel-ai-approach-that-combines-the-abstract-reasoning-capabilities-of-large-language-models-with-low-level-action-policies/https://www.marktechpost.com/2024/05/11/aloe-a-family-of-fine-tuned-open-healthcare-llms-that-achieves-state-of-the-art-results-through-model-merging-and-prompting-strategies/https://www.theguardian.com/technology/article/2024/may/11/human-rights-lawyer-susie-alegre-ai-artificial-intelligence-human-rights-robot-wrongs-book-interviewOutline:(00:00:00) Introduction(00:00:54) Tsinghua University Researchers Propose ADELIE: Enhancing Information Extraction with Aligned Large Language Models Around Human-Centric Tasks(00:03:57) UC Berkeley Researchers Introduce Learnable Latent Codes as Bridges (LCB): A Novel AI Approach that Combines the Abstract Reasoning Capabilities of Large Language Models with Low-Level Action Policies(00:08:00) Aloe: A Family of Fine-tuned Open Healthcare LLMs that Achieves State-of-the-Art Results through Model Merging and Prompting Strategies(00:10:58) Human rights lawyer Susie Alegre: ‘If AI is so complex it can’t be explained, there are areas where it shouldn’t be used’

The Rise of AI-Generated Disinformation and Europe’s AI Act

AI-created election disinformation is deceiving the world, while Europe's AI Act sets a global precedent for regulating the technology. Plus, new AI tools in healthcare and the alarming problem of AI systems deceiving us. Stay informed on the latest developments in AI and its impact on society.Sources:https://apnews.com/article/artificial-intelligence-elections-disinformation-chatgpt-bc283e7426402f0b4baa7df280a4c3fdhttps://apnews.com/article/ai-act-european-union-chatbots-155157e2be2e42d0f1acca33983d8c82https://apnews.com/article/chatgpt-ai-health-doctors-microsoft-f63d7fcc4b361cf8073406bf231e2b92https://economictimes.indiatimes.com/tech/technology/ai-systems-are-already-deceiving-us-and-thats-a-problem-experts-warn/articleshow/110027747.cmsOutline:(00:00:00) Introduction(00:00:39) AI-created election disinformation is deceiving the world(00:03:07) Europe's AI Act: How does it work and what happens next?(00:05:55) New AI tools can record your medical appointment or draft a message from your doctor(00:08:48) AI systems are already deceiving us and that's a problem, experts warn

Revolutionizing Mathematical Reasoning and Deepfake Scams: AI Advancements and Ethical Implications

Alibaba Group introduces AlphaMath, automating mathematical reasoning with Monte Carlo Tree Search. The CEO of WPP targeted by a deepfake scam. Plus, researchers develop an efficient method for latent query and item representations. Also, AI tools record medical appointments and draft messages from doctors, raising ethical considerations.Sources:https://www.marktechpost.com/2024/05/10/this-ai-paper-by-alibaba-group-introduces-alphamath-automating-mathematical-reasoning-with-monte-carlo-tree-search/https://www.theguardian.com/technology/article/2024/may/10/ceo-wpp-deepfake-scamhttps://www.marktechpost.com/2024/05/09/sparse-matrix-factorization-based-method-efficient-computation-of-latent-query-and-item-representations-to-approximate-ce-scores/https://apnews.com/article/chatgpt-ai-health-doctors-microsoft-f63d7fcc4b361cf8073406bf231e2b92Outline:(00:00:00) Introduction(00:00:44) This AI Paper by Alibaba Group Introduces AlphaMath: Automating Mathematical Reasoning with Monte Carlo Tree Search(00:04:03) CEO of world’s biggest ad firm targeted by deepfake scam(00:07:10) Sparse-Matrix Factorization-based Method: Efficient Computation of Latent Query and Item Representations to Approximate CE Scores(00:09:45) New AI tools can record your medical appointment or draft a message from your doctor

Advancements in AI: DeepSeek-V2 and Hebrew LLM Leaderboard

DeepSeek-AI introduces DeepSeek-V2, a groundbreaking AI model that enhances performance. Hugging Face introduces an open leaderboard for Hebrew language models. Plus, a new AI paper introduces HalluVault for detecting fact-conflicting hallucinations. Also, a study explores the road to safer self-driving cars paved with deep learning.Sources:https://www.marktechpost.com/2024/05/08/this-ai-paper-by-deepseek-ai-introduces-deepseek-v2-harnessing-mixture-of-experts-for-enhanced-ai-performance/https://www.marktechpost.com/2024/05/08/hugging-face-introduces-the-open-leaderboard-for-hebrew-llms/https://www.marktechpost.com/2024/05/08/this-ai-paper-introduces-halluvault-for-detecting-fact-conflicting-hallucinations-in-large-language-models/https://www.israel21c.org/road-to-safer-self-driving-cars-is-paved-with-deep-learning/Outline:(00:00:00) Introduction(00:00:43) This AI Paper by DeepSeek-AI Introduces DeepSeek-V2: Harnessing Mixture-of-Experts for Enhanced AI Performance(00:03:36) Hugging Face Introduces the Open Leaderboard for Hebrew LLMs(00:07:44) This AI Paper Introduces HalluVault for Detecting Fact-Conflicting Hallucinations in Large Language Models(00:11:33) Road to safer self-driving cars is paved with deep learning

AI Imitates Human Motion, Dataset Revolutionizes Tornado Detection

Generative AI imitates human motion with adaptability and stability. A new dataset, TorNet, holds the key to breakthroughs in tornado detection. Plus, creating bespoke programming languages for efficient visual AI systems. Also, Bayesian optimization for preference elicitation with large language models.Sources:https://www.miragenews.com/generative-ai-that-imitates-human-motion-1230461/https://news.mit.edu/2024/tornet-ai-dataset-carves-new-paths-tornado-detection-0429https://news.mit.edu/2024/creating-bespoke-programming-languages-efficient-visual-ai-systems-0503https://www.marktechpost.com/2024/05/07/bayesian-optimization-for-preference-elicitation-with-large-language-models/Outline:(00:00:00) Introduction(00:00:37) Generative AI That Imitates Human Motion(00:03:25) An AI dataset carves new paths to tornado detection(00:06:44) Creating bespoke programming languages for efficient visual AI systems(00:09:44) Bayesian Optimization for Preference Elicitation with Large Language Models

Microsoft AI Automates Video Accessibility, DLAP Framework Enhances Software Security

Microsoft introduces an automated pipeline for generating accurate audio description for videos. DLAP framework combines deep learning and large language models for software vulnerability detection. Plus, building transformer models for proteins from scratch and a deep learning tutorial on speech recognition and synthesis.Sources:https://www.marktechpost.com/2024/05/07/microsoft-ai-proposes-an-automated-pipeline-that-utilizes-gpt-4vision-to-generate-accurate-audio-description-ad-for-videos/https://www.marktechpost.com/2024/05/06/dlap-a-deep-learning-augmented-llms-prompting-framework-for-software-vulnerability-detection/https://towardsdatascience.com/building-transformer-models-for-proteins-from-scratch-60884eab5cc8https://medium.datadriveninvestor.com/dl-tutorial-43-deep-learning-in-speech-recognition-and-synthesis-6f8eea87bd0dOutline:(00:00:00) Introduction(00:00:45) Microsoft AI Proposes an Automated Pipeline that Utilizes GPT-4V(ision) to Generate Accurate Audio Description AD for Videos(00:03:22) DLAP: A Deep Learning Augmented LLMs Prompting Framework for Software Vulnerability Detection(00:07:11) Building Transformer Models for Proteins From Scratch(00:10:06) DL Tutorial 43 — Deep Learning in Speech Recognition and Synthesis

NVIDIA Open-Sources NeMo-Aligner, Text-to-3D Avatar Animation, High-Resolution Seismic Imaging, and GNN-based Motion Planning

NVIDIA AI open-sources NeMo-Aligner, a tool transforming large language model alignment. Explore the new era of text-to-3D avatar animation and its impact on digital creativity. Discover the groundbreaking deep learning framework for high-resolution seismic imaging. Get an overview of prominent systems for GNN-based motion planning in robotics.Sources:https://www.marktechpost.com/2024/05/05/nvidia-ai-open-sources-nemo-aligner-transforming-large-language-model-alignment-with-efficient-reinforcement-learning/https://www.marktechpost.com/2024/05/06/text-to-3d-avatar-animation-a-new-era-in-virtual-character-creation/https://www.nature.com/articles/s41598-024-61251-8https://www.marktechpost.com/2024/05/05/an-overview-of-three-prominent-systems-for-graph-neural-network-based-motion-planning/Outline:(00:00:00) Introduction(00:00:44) NVIDIA AI Open-Sources ‘NeMo-Aligner’: Transforming Large Language Model Alignment with Efficient Reinforcement Learning(00:03:43) Text to 3D Avatar Animation: A New Era in Virtual Character Creation(00:06:41) Deep learning for high-resolution seismic imaging(00:09:25) An Overview of Three Prominent Systems for Graph Neural Network-based Motion Planning

Prometheus 2: Open-Source Language Model Evaluation and Optimized Triton FP8 GEMM Kernel

Discover Prometheus 2, an open-source language model evaluator that closely mirrors human and GPT-4 judgments. Also, PyTorch introduces an optimized Triton FP8 GEMM kernel for accelerated inference in large language models. Plus, explore the potential of an AI dataset for tornado detection and the creation of bespoke programming languages for efficient visual AI systems.Sources:https://www.marktechpost.com/2024/05/04/prometheus-2-an-open-source-language-model-that-closely-mirrors-human-and-gpt-4-judgements-in-evaluating-other-language-models/https://www.marktechpost.com/2024/05/04/pytorch-researchers-introduce-an-optimized-triton-fp8-gemm-general-matrix-matrix-multiply-kernel-tk-gemm-that-leverages-splitk-parallelization/https://news.mit.edu/2024/tornet-ai-dataset-carves-new-paths-tornado-detection-0429https://news.mit.edu/2024/creating-bespoke-programming-languages-efficient-visual-ai-systems-0503Outline:(00:00:00) Introduction(00:00:41) Prometheus 2: An Open Source Language Model that Closely Mirrors Human and GPT-4 Judgements in Evaluating Other Language Models(00:03:34) PyTorch Researchers Introduce an Optimized Triton FP8 GEMM (General Matrix-Matrix Multiply) Kernel TK-GEMM that Leverages SplitK Parallelization(00:06:14) An AI dataset carves new paths to tornado detection(00:09:30) Creating bespoke programming languages for efficient visual AI systems

Advancements in AI: Unlearning Strategies, Integrating Open-Source Models, AI in Diplomacy, and Efficient Visual AI Systems

Discover the latest research in AI, including strategies for instance-wise unlearning without retraining, the introduction of Octopus v4 for integrating open-source models, Ukraine's AI-generated foreign ministry spokesperson, and the creation of bespoke programming languages for efficient visual AI systems. Stay informed about the cutting-edge developments in the field of AI and their potential impact on various industries.Sources:https://www.marktechpost.com/2024/05/04/towards-fairer-ai-strategies-for-instance-wise-unlearning-without-retraining/https://www.marktechpost.com/2024/05/03/nexa-ai-introduces-octopus-v4-a-novel-artificial-intelligence-approach-that-employs-functional-tokens-to-integrate-multiple-open-source-models/https://www.theguardian.com/technology/article/2024/may/03/ukraine-ai-foreign-ministry-spokespersonhttps://news.mit.edu/2024/creating-bespoke-programming-languages-efficient-visual-ai-systems-0503Outline:(00:00:00) Introduction(00:00:44) Towards Fairer AI: Strategies for Instance-Wise Unlearning Without Retraining(00:03:44) Nexa AI Introduces Octopus v4: A Novel Artificial Intelligence Approach that Employs Functional Tokens to Integrate Multiple Open-Source Models(00:07:34) Ukraine unveils AI-generated foreign ministry spokesperson(00:10:23) Creating bespoke programming languages for efficient visual AI systems