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HEIM evaluates text-to-image models through four core components: aspect, scenario, adaptation, and metric. These components capture a model's performance across diverse tasks using a combination of human and automated metrics. Key adaptations include zero-shot prompting and prompt engineering.

The Holistic Evaluation of Text-to-Image Models (HEIM) benchmark assesses 26 models across 12 aspects, revealing diverse strengths but no all-around leader. The benchmark evaluates text-image alignment, bias, aesthetics, and more, using human and automated metrics

Quantity and variety of data fuel the rise of complex and sophisticated ML algorithms to handle AI workloads.

Round 2 of the #bitcoin Writing Contest has concluded. Check out the top 20 entries, including our top 3 winners and bonus prize recipients. Don't miss your chance to join Round 3, running from October 1 to November 30, 2024. Visit contests.hackernoon.com for more details and upcoming opportunities!

HackerNoon, the technology publishing platform, is pleased to announce the nominees for Startups of The Year, featuring the most innovative companies in the Messaging & Communications startup ecosystem.

Public web data is a valuable business commodity. You collect data on the internet that can give you an edge in a competitive market. Theoretically, you can collect anything from publicly available tweets, product reviews, photos, and competitor prices. Data collection is a significant challenge for small businesses...

As Solana's prominence in the DeFi space grows, so does interest in its native token, SOL. Many investors and enthusiasts seek out prediccion Solana information to gain insights into potential price movements. Dedicated portals provide these predictions, offering analysis based on various factors. While no prediction is guaranteed, this information can be valuable for individuals looking to make informed decisions about their involvement in...

Anchor-based caching methods for LLMs achieve up to 3.5x faster inference and improve scalability, with key-value cache reduction optimizing real-time inference in translation tasks. Performance gains are noted even with larger models like AnLLM-AC, enhancing accuracy across benchmarks.

HackerNoon, the technology publishing platform, is pleased to announce the nominees for Startups of The Year, featuring the most innovative companies in the Sultanpur startup ecosystem.

Anchor-based LLMs with the AnSAN technique achieve 99% memory savings and 3.5x faster inference, sacrificing only 1.5% precision. This approach is practical for AI use on devices with limited resources, like smartphones.

In Miami's financial district, Evander Smart, founder of Bitcoin University™, begins his workday by reviewing real-time digital asset prices on his computer screen. Smart has been monitoring these markets for nearly a decade. Today, he notes a slight increase in market activity compared to typical daily fluctuations...

In light of recent developments surrounding El Salvador's Bitcoin experiment and the International Monetary Fund's (IMF) ongoing concerns, it's essential to explore the implications of this situation. El Salvador stands out as the first nation to adopt Bitcoin as legal tender, raising significant questions about the...

I came across this article on the Jerusalem Post, and it got me thinking about the future of financial sovereignty for developing nations.In an era of rapid global economic transformation, developing nations stand at a pivotal crossroads. The expansion of the BRICS alliance, now including Brazil, Russia, India, Chin...

The importance of AI in data accuracy: exploring AI's potential in enhancing predictive ESG risk models and managing climate-related risks. 

What not to ask a crypto investor. Explanations on how to answer some of the common misconceptions and beliefs surrounding crypto.

Anmolika Singh is a Data Scientist at Stanley Black & Decker, passionate about AI and machine learning in industrial settings. She discusses her journey into data science, her excitement for AI's potential, concerns about its ethical implications, and challenges as a woman in tech. Anmolika promotes diversity in STEM through mentorship and advocates for closing the gender gap in the industry. Outside work, she...

The analysis evaluates AnLLM-EP and AnLLM-AC models in German-to-English translation tasks. The models achieve a COMET-DA score of around 80.0, demonstrating compatibility between anchor-based and full attention mechanisms. With the AnSAN technique, the models achieve up to 84% keys/values cache reduction, offering efficient real-time inference while maintaining solid performance. This flexibility allows users to choose between full and anchor-based attention depending on task requirements.

On March 2nd, 2023, we launched a simple VS Code extension to help developers search their codebases. Fast forward a few weeks and we had over 7,000 users – we had volumes of traffic that were far more than we could afford or handle. This is the inside story of how we navigated that chaos, completely rebuilt our arc...

It is designed for enterprise-level scenarios and provides a visual solution for task operation, workflow management, and the full lifecycle of data processing.

The results demonstrate that AnLLM-EP and AnLLM-AC achieve comparable accuracy to the base model, Llama2-7B, while significantly enhancing memory and inference efficiency. In the zero-shot setting, both models score around 64-65%, with slight declines in the five-shot setting due to the AnSAN technique's focus on memory efficiency. Notably, AnLLM-AC reduces cache size by approximately 99%, translating to considerable resource savings. Overall, these models effectively...

An IP ban means your digital address has been blacklisted. Getting stopped by the “Your IP has been banned!” message usually means you’ve broken the rules or misbehaved. This can be due to manual bans from moderators or automatic bans from anti-bot technologies.

Since the completion of the Shanghai upgrade, the amount of staked ETH has increased by 91%. But to the uninitiated, staking crypto may come across as intimidating, what with price volatility, security concerns, and the risk of frozen assets stoking fears. So how can crypto enthusiasts better protect themselves when they start their staking journeys?

This article delves into the key factors that matter most to merchants when integrating POS and BNPL services. From flexible payment options to merchant support, businesses need smooth, customizable solutions to enhance customer satisfaction and increase sales.

Portainer acts as my central command center for all things containerized. This handy tool lets me build, deploy, and manage both individual containers and entire stacks. It comes with native gitops integration through both webhooks and polling. I use Cloudflare zero trust to expose my portainer (and other private apps)