Marktechpost

OCTOBER 18, 2024

The lack of effective evaluation methods poses a serious problem for AI research and development. Current evaluation frameworks, such as LLM-as-a-Judge, which uses large language models to judge outputs from other AI systems, must account for the entire task-solving process.

Large Language Models 109

Large Language Models LLM Inference Engine AI Developer 109

Marktechpost

OCTOBER 18, 2024

Researchers in AI are working to enable these models to perform not just language understanding but also complex reasoning tasks like problem-solving in mathematics, logic, and general knowledge. This gap in performance across varied tasks presents a barrier to creating adaptable, general-purpose AI systems.

Large Language Models 109

Large Language Models Inference Engine AI AI 109

Marktechpost

OCTOBER 17, 2024

Enterprises struggle with the cumbersome nature of configuring LLMs for seamless collaboration across data sources, making it challenging to adopt them for operational efficiency. Katanemo has open-sourced Arch-Function , making scalable agentic AI accessible to developers, data scientists, and enterprises.

Large Language Models 109

Large Language Models Inference Engine Automation Data Scientist 109

Marktechpost

OCTOBER 15, 2024

These workflows are modeled as graphs where nodes represent LLM-invoking actions, and edges represent the dependencies between these actions. The key to AFlow’s efficiency lies in its use of nodes and edges to represent workflows, allowing it to model complex relationships between LLM actions.

Artificial Intelligence 122

Artificial Intelligence Artificial Intelligence Automation Inference Engine 122

Marktechpost

MAY 23, 2024

Current RLHF approaches often involve dividing the LLM across multiple GPUs for training, but this strategy is not without its drawbacks. OpenRLHF leverages two key technologies: Ray, the Distributed Task Scheduler, and vLLM, the Distributed Inference Engine. Join our Telegram Channel , Discord Channel , and LinkedIn Gr oup.

Inference Engine 131

Inference Engine LLM Artificial Intelligence Artificial Intelligence 131

Marktechpost

OCTOBER 19, 2024

Large language models (LLMs) like GPT-4, Gemini, and Llama 3 have revolutionized natural language processing through extensive pre-training and supervised fine-tuning (SFT). However, these models come with high computational costs for training and inference. Check out the Paper. If you like our work, you will love our newsletter.

Large Language Models 111

Large Language Models Inference Engine Natural Language Processing LLM 111

Marktechpost

OCTOBER 21, 2024

By combining layer dropout, early exit loss, and self-speculative decoding, the researchers have proposed a novel approach that not only speeds up inference but also reduces memory requirements, making it feasible for large models to be deployed on commodity hardware. Check out the Paper , Model Series on Hugging Face , and GitHub.

Large Language Models 57

Large Language Models Inference Engine AI AI 57

Marktechpost

OCTOBER 17, 2024

Large Language Model (LLM)–based online agents have significantly advanced in recent times, resulting in unique designs and new benchmarks that show notable improvements in autonomous web navigation and interaction. Don’t Forget to join our 50k+ ML SubReddit.

Inference Engine 62

Inference Engine Large Language Models LLM AI 62

Marktechpost

OCTOBER 19, 2024

The study also employed regularization schemes like Negative Log-Likelihood (NLL) to mitigate over-optimization and evaluated generalization performance using LLM-as-a-Judge, a framework for comparing model outputs with those from other leading models. If you like our work, you will love our newsletter.

Inference Engine 108

Inference Engine Algorithm LLM ML 108

Towards AI

JULY 1, 2024

Last Updated on July 3, 2024 by Editorial Team Author(s): Suhaib Arshad Originally published on Towards AI. Image source) There has been a drastic increase in number of generative AI products since the debut of ChatGPT in 2022. For example, LLAMA3 model optimized specifically to run on NIM, giving accelerated performance on inferences.

Generative AI 64

Generative AI Inference Engine Large Language Models OpenAI 64

NVIDIA

JULY 23, 2024

Businesses seeking to harness the power of AI need customized models tailored to their specific industry needs. NVIDIA AI Foundry is a service that enables enterprises to use data, accelerated computing and software tools to create and deploy custom models that can supercharge their generative AI initiatives.

Generative AI 113

Generative AI AI Modeling AI AI 113

Marktechpost

OCTOBER 18, 2024

Recent advancements in Large Language Models (LLMs) have reshaped the Artificial intelligence (AI)landscape, paving the way for the creation of Multimodal Large Language Models (MLLMs). As conclusion the open-sourced Baichuan-Omni is a step toward developing a truly omni-modal LLM that encompasses all human senses.

Large Language Models 91

Large Language Models Inference Engine Natural Language Processing LLM 91

Marktechpost

OCTOBER 16, 2024

The Attack Generation and Exploration Module uses an attacker LLM to generate jailbreak prompts based on strategies from the Retrieval Module. These prompts target a victim LLM, with responses evaluated by a scorer LLM. This process generates attack logs for the Strategy Library Construction Module.

Large Language Models 113

Large Language Models Inference Engine LLM Algorithm 113

Marktechpost

JUNE 8, 2023

For the ever-growing challenge of LLM validation, ReLM provides a competitive and generalized starting point. ReLM is the first solution that allows practitioners to directly measure LLM behavior over collections too vast to enumerate by describing a query as the whole set of test patterns.

Large Language Models 109

Large Language Models LLM Inference Engine AI 109

Marktechpost

OCTOBER 20, 2024

None of these traditional approaches capture key metrics, such as how much time programmers spend coding, how frequently programmers accept LLM suggestions or the degree to which LLMs actually help solve complex problems. Check out the Paper. All credit for this research goes to the researchers of this project.

LLM 62

LLM Inference Engine Large Language Models ML 62

Marktechpost

OCTOBER 19, 2024

Code generation AI models (Code GenAI) are becoming pivotal in developing automated software demonstrating capabilities in writing, debugging, and reasoning about code. The research field is now focusing on evaluating these risks to ensure the safe deployment of AI-generated code.

Inference Engine 97

Inference Engine Large Language Models LLM AI Modeling 97

Marktechpost

OCTOBER 21, 2024

However, despite their success, LLMs often need help in mathematical reasoning, especially when solving complex problems requiring logical, step-by-step thinking. This research field is evolving rapidly as AI researchers explore new methods to enhance LLMs’ capabilities in handling advanced reasoning tasks, particularly in mathematics.

Large Language Models 62

Large Language Models Inference Engine AI AI 62

Marktechpost

OCTOBER 18, 2024

This technique integrates multiple expert models to achieve multitask objectives, offering a promising path for LLM evolution. Despite advancements in model merging toolkits and the development of more powerful LLMs through iterative merging, the process largely relies on trial and error and human expertise. Check out the Papers.

Large Language Models 62

Large Language Models Neural Network Inference Engine LLM 62

Marktechpost

OCTOBER 17, 2024

This research offers a valuable tool for improving the quality and reliability of LLM-generated code and streamlining software development workflows. This approach is quite comprehensive but provides a setback due to its dependence on predefined tests that limit the adaptability in unconventional coding styles. Check out the Paper.

Machine Learning 67

Machine Learning Software Development Inference Engine Large Language Models 67

Marktechpost

OCTOBER 15, 2024

Predibase announces the Predibase Inference Engine , their new infrastructure offering designed to be the best platform for serving fine-tuned small language models (SLMs). As AI becomes more entrenched in the fabric of enterprise operations, the challenges associated with deploying and scaling SLMs have grown increasingly daunting.

Inference Engine 104

Inference Engine LLM AI AI 104

Marktechpost

OCTOBER 21, 2024

While alternative methods like large language model (LLM)-based encoders can handle longer sequences, they fail to provide the same level of alignment as contrastive pre-training encoders do. The growing popularity of diffusion models has been driven by advancements in fast sampling techniques and text-conditioned generation.

Inference Engine 57

Inference Engine Large Language Models LLM ML 57

ODSC - Open Data Science

MARCH 8, 2024

Bench IQ, a Toronto-based startup, has unveiled an AI platform that promises to change how lawyers prepare for court. Source ) According to a report, Apple is hoping to push forward its efforts in generative AI in a bid to catch up with competitor Microsoft. Do AI video generators dream of San Pedro?

Artificial Intelligence 52

Artificial Intelligence Artificial Intelligence Large Language Models Data Science 52

Marktechpost

OCTOBER 17, 2024

Research on the robustness of LLMs to jailbreak attacks has mostly focused on chatbot applications, where users manipulate prompts to bypass safety measures. However, LLM agents, which utilize external tools and perform multi-step tasks, pose a greater misuse risk, especially in malicious contexts like ordering illegal materials.

LLM 102

LLM Inference Engine Chatbots ML 102

Viso.ai

MAY 24, 2024

Although still under research and development, these models can be a transformative force in the Artificial Intelligence (AI) world. Get ready for a journey in Large Action Models, where AI is not just talking, but taking action. This technique combines learning capabilities and logical reasoning from neural networks and symbolic AI.

Neural Network 52

Neural Network Robotics Automation Explainability 52

Unite.AI

SEPTEMBER 24, 2024

Artificial Intelligence (AI) has moved from a futuristic idea to a powerful force changing industries worldwide. AI-driven solutions are transforming how businesses operate in sectors like healthcare, finance, manufacturing, and retail. However, scaling AI across an organization takes work.

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Inference Engine Large Language Models AI AI 162

Marktechpost

OCTOBER 17, 2024

These limitations call for a methodology that can adapt LLMs efficiently without extensive tuning or restrictive assumptions, especially in low-data settings. This enables efficient adaptation without supervised fine-tuning, making it suitable for low-data contexts with as few as 200 examples.

LLM 110

LLM Algorithm AI Researcher AI Research 110

Mlearning.ai

JULY 9, 2023

One of the biggest challenges of using LLMs is the cost of accessing them. Many LLMs, such as OpenAI’s GPT-3, are only available through paid APIs. Learn how to deploy any open-source LLM as a free API endpoint using HuggingFace and Gradio. Many LLMs, such as OpenAI’s GPT-3, are only available through paid APIs.

Large Language Models 52

Large Language Models LLM Python Auto-complete 52

Marktechpost

OCTOBER 18, 2024

Traditionally, large language models (LLMs) used for building TTS pipelines convert speech to text using automatic speech recognition (ASR), process it using an LLM, and then convert the output back to speech via TTS. Check out the GitHub and Details. All credit for this research goes to the researchers of this project.

Inference Engine 120

Inference Engine Large Language Models AI AI 120

Unite.AI

JANUARY 17, 2024

Due to their exceptional content creation capabilities, Generative Large Language Models are now at the forefront of the AI revolution, with ongoing efforts to enhance their generative abilities. Moreover, to operate smoothly, generative AI models rely on thousands of GPUs, leading to significant operational costs. Let's begin.

Large Language Models 130

Large Language Models Inference Engine LLM Generative AI 130

NVIDIA

APRIL 9, 2024

NVIDIA and Google Cloud have announced a new collaboration to help startups around the world accelerate the creation of generative AI applications and services. Startups in particular are constrained by the high costs associated with AI investments.

AI Developer 135

AI Developer AI Development Inference Engine Generative AI 135

Marktechpost

OCTOBER 17, 2024

Jina AI announced the release of their latest product, g.jina.ai , designed to tackle the growing problem of misinformation and hallucination in generative AI models. This innovative tool is part of their larger suite of applications to improve factual accuracy and grounding in AI-generated and human-written content.

Inference Engine 67

Inference Engine AI AI Large Language Models 67

Marktechpost

OCTOBER 15, 2024

A portion of this disparity might be attributed to the fact that LLMs have been used in various fields with various goals and input-output configurations. It is challenging for researchers to fine-tune the application of LLMs for particular jobs or contexts without this degree of information.

Large Language Models 57

Large Language Models Inference Engine LLM AI 57

Marktechpost

OCTOBER 20, 2024

This is indeed a very serious challenge for the larger and more effective scaling of LLM modalities applied to real-world applications. Current solutions to alignment involve methods such as RLHF and direct preference optimization (DPO). If you like our work, you will love our newsletter. Don’t Forget to join our 50k+ ML SubReddit.

Inference Engine 105

Inference Engine LLM Large Language Models ML 105

NVIDIA

JUNE 12, 2024

Editor’s note: This post is part of the AI Decoded series , which demystifies AI by making the technology more accessible, and showcases new hardware, software, tools and accelerations for RTX PC users. The era of the AI PC is here, and it’s powered by NVIDIA RTX and GeForce RTX technologies. Tokens are the output of the LLM.

LLM 92

LLM AI AI Generative AI 92

Marktechpost

OCTOBER 15, 2024

These problems are particularly noticeable when deploying LLMs on NVIDIA Hopper GPUs, as balancing memory usage and computational speed becomes more challenging. Neural Magic introduces Machete: a new mixed-input GEMM kernel for NVIDIA Hopper GPUs, representing a major advancement in high-performance LLM inference.

LLM 67

LLM Inference Engine Large Language Models ML 67

Unite.AI

JUNE 21, 2024

The field of artificial intelligence (AI) has witnessed remarkable advancements in recent years, and at the heart of it lies the powerful combination of graphics processing units (GPUs) and parallel computing platform. Installation When setting AI development, using the latest drivers and libraries may not always be the best choice.

Deep Learning 130

Deep Learning Neural Network Convolutional Neural Networks Large Language Models 130

Marktechpost

OCTOBER 17, 2024

Task superposition means that when an LLM is provided relevant examples for each task within the same input prompt, it can process and produce responses for several tasks at once. The team has shared their primary contributions as follows. Llama-3, and Qwen. If you like our work, you will love our newsletter.

Large Language Models 109

Large Language Models Inference Engine LLM ML 109