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GSM-Symbolic: Understanding the Limitations of Mathematical Reasoning in Large Language Models

Machine Learning Research at Apple

Recent advancements in Large Language Models (LLMs) have sparked interest in their formal reasoning capabilities, particularly in mathematics. The GSM8K benchmark is widely used to assess the mathematical reasoning of models on grade-school-level questions. While the performance of LLMs on GSM8K has significantly improved in recent years, it remains unclear whether their mathematical reasoning capabilities have genuinely advanced, raising questions about the reliability of the reported metrics.

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Qualys: Failing Safer Inside The Preparedness Paradox

Adrian Bridgwater for Forbes

In the world of enterprise software application development and systems management, prudent organizations always put user and data security and safety at the forefront.

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The Long Context RAG Capabilities of OpenAI o1 and Google Gemini

databricks

Retrieval Augmented Generation (RAG) is the top use case for Databricks customers who want to customize AI workflows on their own data. The.

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Claude AI: Unboxing Anthropic’s LLM-based AI Assistant, Artifacts & Use Cases

KDnuggets

Dive into this emerging and powerful LLM-based AI tool for enhancing your business, creative, or daily processes through well-managed conversations.

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Improving the Accuracy of Generative AI Systems: A Structured Approach

Speaker: Anindo Banerjea, CTO at Civio & Tony Karrer, CTO at Aggregage

When developing a Gen AI application, one of the most significant challenges is improving accuracy. This can be especially difficult when working with a large data corpus, and as the complexity of the task increases. The number of use cases/corner cases that the system is expected to handle essentially explodes. 💥 Anindo Banerjea is here to showcase his significant experience building AI/ML SaaS applications as he walks us through the current problems his company, Civio, is solving.

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We Are in Need of Renaissance People

Hacker News

Modern society's focus on credentials has created a two-tiered system, where multi-talented individuals are criticized, and elites oversee a dependent underclass.

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Photogrammetry Explained: From Multi-View Stereo to Structure from Motion

PyImageSearch

Home Table of Contents Photogrammetry Explained: From Multi-View Stereo to Structure from Motion Technique #1: Multi-View Stereo Technique #2: Structure from Motion Example: COLMAP Summary and Next Steps Next Steps Citation Information Photogrammetry Explained: From Multi-View Stereo to Structure from Motion In this blog post, you will learn about 3D Reconstruction.

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Introducing Databricks Apps

databricks

Summary Databricks Apps, a new way to build and deploy internal data and AI applications, is now available in Public Preview on AWS.

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Uber and Lyft lockout loophole to avoid paying drivers

FlowingData

Based on rideshare data collected by Bloomberg , it appears that Uber and Lyft are using a loophole to avoid paying drivers a minimum age in New York. They lock out drivers throughout the day to reduce paying out of pocket.

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Eating less can lead to a longer life: study in mice shows why

Hacker News

Weight loss and metabolic improvements do not explain the longevity benefits of severe dietary restrictions. Weight loss and metabolic improvements do not explain the longevity benefits of severe dietary restrictions, research in mice shows.

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Improve LLM application robustness with Amazon Bedrock Guardrails and Amazon Bedrock Agents

AWS Machine Learning Blog

Agentic workflows are a fresh new perspective in building dynamic and complex business use case-based workflows with the help of large language models (LLMs) as their reasoning engine. These agentic workflows decompose the natural language query-based tasks into multiple actionable steps with iterative feedback loops and self-reflection to produce the final result using tools and APIs.

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How To Align Product Management And Supply Chain Operations For Successful Product Launches

Speaker: Shalini Dinesh

Effective cross-functional collaboration and communication heavily influence product launch success. Research shows that as many as 70% of product launches fail due to inadequate coordination among stakeholders, including supply chain, product management, legal, marketing, and change control teams (Gartner, 2022). The 2023 Supply Chain Insights Report highlights that 60% of supply chain disruptions are caused by poor communication and misalignment among cross-functional teams.

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Best free AI for TikTok content ideas (up to date)

Dataconomy

If you’ve ever found yourself staring at TikTok, wondering how everyone else seems to have endless creativity while you’re stuck with “Dancing Cat Attempt #23,” then it’s time you met some of the best free AI tools for TikTok content ideas. Whether you aim to launch a new challenge, craft an awe-inspiring transformation video, or simply riff off the latest trend, AI can help you get there—without costing you a penny.

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Enhancing RAG Accuracy: Databricks Ventures Invests in Voyage AI

databricks

We consistently hear from our customers that one of the headwinds to transitioning Generative AI applications from pilot to production is the accuracy.

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He was sentenced to death. Shaken baby syndrome is at the heart of his appeals

Hacker News

The inmate would be the first person in the US executed on a shaken baby syndrome-based conviction, his lawyers say, as the diagnosis is under increasing scrutiny in courts.

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Starship is Still Not Understood (2021)

Hacker News

Another entry into my blog series on countering misconceptions in space journalism. I discussed this post on The Space Show on November 5 2021. It has been exactly two years since my initial posts on Starship and Starlink. While the Starlink post has aged quite well, Starship is still not widely understood despite intervening developments.

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Building Your BI Strategy: How to Choose a Solution That Scales and Delivers

Speaker: Evelyn Chou

Choosing the right business intelligence (BI) platform can feel like navigating a maze of features, promises, and technical jargon. With so many options available, how can you ensure you’re making the right decision for your organization’s unique needs? 🤔 This webinar brings together expert insights to break down the complexities of BI solution vetting.

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MSI leaks Ryzen 9000X3D: 2% to 13% higher gaming performance than 7000X3D

Hacker News

Ryzen 9000X3D performance according to MSI MSI claims 2% to 13% higher gaming performance. Ryzen 9000X3D vs. 7000X3D, Source: HardwareLuxx MSI invited media members on a special tour of its factory to showcase the next-gen Intel and AMD board manufacturing process and demonstrate new designs.

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Sveriges Riksbank Prize in Economic Sciences in Memory of Alfred Nobel 2024

Hacker News

The Sveriges Riksbank Prize in Economic Sciences in Memory of Alfred Nobel 2024 was awarded jointly to Daron Acemoglu, Simon Johnson and James A.

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DARPA Thinks Walls of Oysters Could Protect Shores Against Hurricanes

Hacker News

The US defense research agency is funding three universities to engineer reef structures that will be colonized by corals and bivalves and absorb the power of future storms.

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Game-Changer: How the World’s First GPU Leveled Up Gaming and Ignited the AI Era

Hacker News

In 1999, fans lined up at Blockbuster to rent chunky VHS tapes of The Matrix. Y2K preppers hoarded cash and canned Spam, fearing a worldwide computer crash. Teens gleefully downloaded Britney Spears and Eminem on Napster. But amid the caffeinated fizz of turn-of-the-millennium tech culture, something more transformative was unfolding. The release of NVIDIA’s GeForce 256 twenty-five years ago today, overlooked by all but hardcore PC gamers and tech enthusiasts at the time, would go on to lay the

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Data Modeling for Direct Mail: Boosting Multi-Channel Reach and Response

Speaker: Jesse Simms, VP at Giant Partners

This new, thought-provoking webinar will explore how even incremental efforts and investments in your data can have a tremendous impact on your direct mail and multi-channel marketing campaign results! Industry expert Jesse Simms, VP at Giant Partners, will share real-life case studies and best practices from client direct mail and digital campaigns where data modeling strategies pinpointed audience members, increasing their propensity to respond – and buy.

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Tiny Drones Do Distributed Mapping

Hacker News

Sending teams of tiny drones to explore areas and structures is a staple in sci-fi and research, but the weight and size of sensors and the required processing power have long been a limiting factor.

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Germany's 49-euro ticket resulted in significant modal shift from road to rail

Hacker News

MCC analysis for the Ariadne energy transition project shows 30 percent more rail journeys. The announced increase in price to 58 euros per month undoes half of this.

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Secure Custom Fields by WordPress.org

Hacker News

Secure Custom Fields is a free fork of the Advanced Custom Fields plugin created originally for security updates, but now includes functionality impro …

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ACF Plugin no longer available on WordPress.org

Hacker News

We were saddened and appalled by Matt Mullenweg’s actions this morning appropriating the Advanced Custom Fields plugin that our ACF team has been actively

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What Is Entity Resolution? How It Works & Why It Matters

Entity Resolution Sometimes referred to as data matching or fuzzy matching, entity resolution, is critical for data quality, analytics, graph visualization and AI. Learn what entity resolution is, why it matters, how it works and its benefits. Advanced entity resolution using AI is crucial because it efficiently and easily solves many of today’s data quality and analytics problems.

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Psilocybin Bests SSRI for Major Depression in First Long-Term Comparison

Hacker News

The first long-term comparison of psilocybin vs an SSRI for MDD suggests the psychedelic was associated with better overall efficacy and fewer side effects.

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A Journey from Linux to FreeBSD

Hacker News

In the spirit of FreeBSD Day 2024, we spoke with Tara Stella, a distinguished architect with a long history in open source development. With three decades of experience, Tara's transition from Linux to FreeBSD is inspiring and insightful. A Legacy in Open Source Tara's journey in open source began in 1995 with Linux.

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The revival of the beach in twentieth-century Los Angeles

Hacker News

In the 1920s, Los Angeles officials built miles of sandy beaches to attract tourists to their city. A century later, ecologists try to bring wildlife back to those barren beaches.

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The Nobel Peace Prize 2024

Hacker News

EnglishNorwegian Announcement The Norwegian Nobel Committee has decided to award the Nobel Peace Prize for 2024 to the Japanese organisation Nihon Hidankyo.

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Launching LLM-Based Products: From Concept to Cash in 90 Days

Speaker: Christophe Louvion, Chief Product & Technology Officer of NRC Health and Tony Karrer, CTO at Aggregage

Christophe Louvion, Chief Product & Technology Officer of NRC Health, is here to take us through how he guided his company's recent experience of getting from concept to launch and sales of products within 90 days. In this exclusive webinar, Christophe will cover key aspects of his journey, including: LLM Development & Quick Wins 🤖 Understand how LLMs differ from traditional software, identifying opportunities for rapid development and deployment.

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Catastrophically warm predictions are more plausible than we thought

Hacker News

EPFL researchers developed a rating system to evaluate the plausibility of climate model simulations in the IPCC’s latest report, and show that models that lead to potentially catastrophic warming are to be taken seriously.

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Grandmaster Expelled from Team Chess Championship After Phone Found in Toilet

Hacker News

22-year-old Kirill Shevchenko has been expelled from the 2024 Spanish Team Championship with his draw against Bassem Amin in round one and win over Francisco Vallejo in round two turned into losses.

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Do U.S. ports need more automation?

Hacker News

On October 1st, 47,000 members of the International Longshoremen's Association (ILA), primarily dockworkers on East and Gulf Coast ports, went on strike after failing to agree contract terms with USMX, an alliance of port operators and employers.

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Show HN: Winamp and other media players, rebuilt for the web with Web Components

Hacker News

Video and audio player themes that work for any web player (Video.js, Youtube embeds, and more), and with every web app framework (HTML, React, and more). Open source and built with Media Chrome so they’re fully customizable using just HTML and CSS.

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How To Set Up Innovation So That It Aligns With And Enables Corporate Strategy

Speaker: Paul Heller

Most innovation work proceeds independently from company strategy. As a result, the products that arrive in the market are not well aligned with the company’s goals. This challenge is particularly significant in organizations with transformation-oriented strategies, where innovation must directly support growth, scalability, and strategic pivots. In this session, we will discuss why innovation in large companies is so often not aligned with the company’s strategy and what innovation leaders, pro