Cross Entropy Loss in Language Model Evaluation - Analytics Vidhya

Cross Entropy Loss in Language Model Evaluation - Analytics Vidhya

Understanding cross-entropy loss: a key indicator of large language models Cross-entropy loss is one of the cornerstone indicators for evaluating language models. It is both a training target and an evaluation indicator. This article will explore in-depth the meaning of cross-entropy loss, how it works in large language models (LLMs) and its importance. Whether you are a machine learning practitioner, a researcher, or someone who wants to understand how modern artificial intelligence systems are trained and evaluated, this article will provide you with a comprehensive understanding of cross-entropy loss and its significance in the field of language modeling. Table of contents What is the cross entropy loss? Key Characteristics of Cross-Entropy Loss Binary cross entropy and formula Cross entropy as loss function The role of cross entropy in large language models How it works? Formulas and explanations PyT

Apr 26, 2025 am 09:14 AM
3 Ways to Access Google Veo 2 - Analytics Vidhya

3 Ways to Access Google Veo 2 - Analytics Vidhya

Google Veo 2: A Deep Dive into Google's Advanced Generative Video Model Google has unveiled Google Veo 2, its most sophisticated generative video model to date. This powerful tool transforms detailed text descriptions into cinematic-quality videos,

Apr 26, 2025 am 09:13 AM
How to Access the Grok 3 API? - Analytics Vidhya

How to Access the Grok 3 API? - Analytics Vidhya

Grok 3 API: A Deep Dive into xAI's "Scary Smart" AI xAI's Grok 3 API is making waves in the AI world, lauded for its impressive reasoning abilities, real-time web access, and exceptional performance on coding and STEM benchmarks. This guide

Apr 26, 2025 am 09:11 AM
Generating One-Minute Videos with Test-Time Training

Generating One-Minute Videos with Test-Time Training

This groundbreaking research tackles a major hurdle in AI video generation: creating longer, multi-scene videos from text. While recent models excel at short, visually stunning clips, generating minute-long narratives presents a significant challeng

Apr 26, 2025 am 09:09 AM
DeepCoder-14B: The Open-source Competition to o3-mini and o1

DeepCoder-14B: The Open-source Competition to o3-mini and o1

In a significant development for the AI community, Agentica and Together AI have released an open-source AI coding model named DeepCoder-14B. Offering code generation capabilities on par with closed-source competitors like OpenAI

Apr 26, 2025 am 09:07 AM
One Prompt Can Bypass Every Major LLM's Safeguards

One Prompt Can Bypass Every Major LLM's Safeguards

HiddenLayer's groundbreaking research exposes a critical vulnerability in leading Large Language Models (LLMs). Their findings reveal a universal bypass technique, dubbed "Policy Puppetry," capable of circumventing nearly all major LLMs' s

Apr 25, 2025 am 11:16 AM
5 Mistakes Most Businesses Will Make This Year With Sustainability

5 Mistakes Most Businesses Will Make This Year With Sustainability

The push for environmental responsibility and waste reduction is fundamentally altering how businesses operate. This transformation affects product development, manufacturing processes, customer relations, partner selection, and the adoption of new

Apr 25, 2025 am 11:15 AM
H20 Chip Ban Jolts China AI Firms, But They've Long Braced For Impact

H20 Chip Ban Jolts China AI Firms, But They've Long Braced For Impact

The recent restrictions on advanced AI hardware highlight the escalating geopolitical competition for AI dominance, exposing China's reliance on foreign semiconductor technology. In 2024, China imported a massive $385 billion worth of semiconductor

Apr 25, 2025 am 11:12 AM
If OpenAI Buys Chrome, AI May Rule The Browser Wars

If OpenAI Buys Chrome, AI May Rule The Browser Wars

The potential forced divestiture of Chrome from Google has ignited intense debate within the tech industry. The prospect of OpenAI acquiring the leading browser, boasting a 65% global market share, raises significant questions about the future of th

Apr 25, 2025 am 11:11 AM
How AI Can Solve Retail Media's Growing Pains

How AI Can Solve Retail Media's Growing Pains

Retail media's growth is slowing, despite outpacing overall advertising growth. This maturation phase presents challenges, including ecosystem fragmentation, rising costs, measurement issues, and integration complexities. However, artificial intell

Apr 25, 2025 am 11:10 AM
'AI Is Us, And It's More Than Us'

'AI Is Us, And It's More Than Us'

An old radio crackles with static amidst a collection of flickering and inert screens. This precarious pile of electronics, easily destabilized, forms the core of "The E-Waste Land," one of six installations in the immersive exhibition, &qu

Apr 25, 2025 am 11:09 AM
Google Cloud Gets More Serious About Infrastructure At Next 2025

Google Cloud Gets More Serious About Infrastructure At Next 2025

Google Cloud's Next 2025: A Focus on Infrastructure, Connectivity, and AI Google Cloud's Next 2025 conference showcased numerous advancements, too many to fully detail here. For in-depth analyses of specific announcements, refer to articles by my

Apr 25, 2025 am 11:08 AM
Talking Baby AI Meme, Arcana's $5.5 Million AI Movie Pipeline, IR's Secret Backers Revealed

Talking Baby AI Meme, Arcana's $5.5 Million AI Movie Pipeline, IR's Secret Backers Revealed

This week in AI and XR: A wave of AI-powered creativity is sweeping through media and entertainment, from music generation to film production. Let's dive into the headlines. AI-Generated Content's Growing Impact: Technology consultant Shelly Palme

Apr 25, 2025 am 11:07 AM
Try TeapotLLM for Reliable Q&A, RAG, and Info Extraction

Try TeapotLLM for Reliable Q&A, RAG, and Info Extraction

TeapotLLM: A Lightweight, Hallucination-Resistant Language Model Text generation models are powerful tools for research and applications, leveraging architecture, training, and extensive datasets to achieve remarkable capabilities. TeapotAI's open-s

Apr 25, 2025 am 10:45 AM

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