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Large Language Models (LLMs), trained on extensive datasets and equipped with billions of parameters, demonstrate remarkable abilities to process and respond to diverse linguistic tasks. However, as tasks increase in complexity, the interpretability and adaptability of LLMs become critical challenges. The ability to efficiently perform multi-step reasoning and deliver transparent solutions remains a barrier, even… Read more

Large Language Models (LLMs) have significantly advanced natural language processing, but tokenization-based architectures bring notable limitations. These models depend on fixed-vocabulary tokenizers like Byte Pair Encoding (BPE) to segment text into predefined tokens before training. While functional, tokenization can introduce inefficiencies and biases, particularly when dealing with multilingual data, noisy inputs, or long-tail distributions. Additionally,… Read more

Neural networks face significant challenges in generalizing to out-of-distribution (OOD) data that deviates from the in-distribution (ID) training data. This generalization problem poses critical reliability issues in practical machine learning applications. Recent studies have uncovered interesting empirical laws describing model behaviors across distribution shift benchmarks, notably the “accuracy-on-the-line” (ACL) and “agreement-on-the-line” (AGL) phenomena. However, Empirical… Read more

SAP is an enterprise software vendor based in Walldorf, Germany. Its cloud and on-premises enterprise resource planning (ERP) software, including S/4HANA, helps organizations manage their business operations and customer relations. The German multinational also offers a vast array of software solutions tailored to specific facets of the enterprise, including data management, analytics, and supply chain… Read more

Proving its intention to support a wide range of enterprise use cases — including those that don’t require expensive, resource-intensive large language models (LLMs) — AI startup Cohere has released Command R7B, the smallest and fastest in its R model series.  Command R7B is built to support fast prototyping and iteration and uses retrieval-au…Read More Read more

Language model routing is a growing field focused on optimizing the utilization of large language models (LLMs) for diverse tasks. With capabilities spanning text generation, summarization, and reasoning, these models are increasingly applied to varied input data. The ability to dynamically route specific tasks to the most suitable model has become a crucial challenge, aiming… Read more

If you missed our second live, subscriber-only Q&A with WIRED’s AI columnist Reece Rogers, you can watch the replay here. Read more

Projects in ChatGPT allows users to create folders and add conversations and documents, bringing these capabilities together in one place. Read More Read more

I’ve spent the last two years testing AI chatbots and honing my list of the ones I recommend. Whether you’re new to AI or a regular user, I guarantee these top AI chatbots can help you save time and get more done. Read more

The oil and gas company announced that it’s planning to build a massive power plant for data centers. © 2024 TechCrunch. All rights reserved. For personal use only. Read more