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BERTScore: New Metrics for Language Models - Analytics Vidhya

BERTScore: A Revolutionary Metric for Evaluating Language Models We rely heavily on Large Language Models (LLMs) daily, but accurately measuring their efficiency remains a significant challenge. Traditional metrics like BLEU, ROUGE, and METEOR often

Apr 25, 2025 am 09:36 AM

Perplexity Metric for LLM Evaluation - Analytics Vidhya

Evaluating language models remains a significant challenge. How can we accurately assess a model's comprehension, text coherence, and response accuracy? Among numerous evaluation metrics, perplexity stands out as a fundamental and widely used tool

Apr 25, 2025 am 09:34 AM

What is Bias in a RAG System? - Analytics Vidhya

Retrieval-Augmented Generation (RAG) significantly reduces hallucinations and improves the domain-specific knowledge of Large Language Models (LLMs) by corroborating LLM outputs with external data. However, recent research highlights the concerning

Apr 25, 2025 am 09:33 AM

How Do LLMs Like Claude 3.7 Think?

Unveiling the Inner Workings of Claude 3.7: A Deep Dive into AI Reasoning Ever wondered how Claude 3.7 generates responses? Unlike traditional programs, Claude 3.7 leverages patterns learned from massive datasets to mimic cognitive abilities. Its pr

Apr 25, 2025 am 09:32 AM

MoCha: Meta's Movie-Grade Leap in Talking Character Synthesis

Meta AI's MoCha: A Cinematic Leap in AI Video Generation The rapid advancements in multimodal AI, driven by models like Runway's Gen-4, OpenAI's Sora, and ByteDance's video synthesis technology, have paved the way for Meta AI's latest contribution: M

Apr 25, 2025 am 09:31 AM

How ByteDance's DreamActor-M1 Turns Photos into Videos

ByteDance's groundbreaking AI model, DreamActor-M1, breathes life into static images, transforming single photographs into realistic, dynamic animations. This article delves into DreamActor-M1's functionality, technical architecture, and crucial ethi

Apr 25, 2025 am 09:30 AM

Guide to Semantic Kernel

Harnessing the Power of Microsoft's Semantic Kernel: Building Intelligent AI Agents Recent advancements in AI have moved beyond simple question-answering, embracing reasoning, planning, and action-taking. This evolution is fueled by agentic framewor

Apr 25, 2025 am 09:29 AM

Synthetic Panels: An AI-powered Solution for Market Research

Market research faces unprecedented challenges: dwindling response rates, escalating costs, and tightening privacy regulations. This article explores synthetic panels—AI-generated respondent groups mirroring real-world demographics and behaviors—as

Apr 25, 2025 am 09:26 AM

11 Insights from Sam Altman on the Future of AI, Jobs, and India

OpenAI CEO Sam Altman recently shared his perspectives on AI's transformative impact during a YouTube interview with Varun Mayya. The discussion covered AI's role in image creation, the evolving job landscape in design and tech, and India's rapid AI

Apr 25, 2025 am 09:25 AM

LLM Approach: Prompting, Fine-tuning, AI Agents, & RAG Systems

Harnessing the Power of Large Language Models (LLMs): A Comprehensive Guide The impact of Large Language Models (LLMs) on AI advancements across sectors like healthcare, finance, and education is undeniable. This guide explores effective strategies

Apr 25, 2025 am 09:21 AM

Top 10 Open Source Python Libraries for Voice Agents

The landscape of human-computer interaction is undergoing a dramatic transformation, with voice agents at the forefront. From home automation and virtual assistants to customer service bots and assistive technologies, voice technology is making user

Apr 25, 2025 am 09:20 AM

How METEOR Improves AI Text Evaluation?

Effectively evaluating AI-generated text, whether it's summaries, chatbot responses, or translations, requires comparing AI output to human expectations. METEOR (Metric for Evaluation of Translation with Explicit Ordering) excels at this! METEOR is

Apr 25, 2025 am 09:18 AM

A Comprehensive Guide to RAG Developer Stack - Analytics Vidhya

Building a RAG (Retrieval-Augmented Generation) application isn’t just about plugging in a few tools—it’s about choosing the right stack that makes retrieval and generation not just possible but efficient and scalable. Let’s s

Apr 25, 2025 am 09:14 AM

How to Evaluate LLMs Using Hugging Face Evaluate - Analytics Vidhya

Evaluating large language models (LLMs) is essential. You need to understand how well they perform and ensure they meet your standards. The Hugging Face Evaluate library offers a helpful set of tools for this task. This guide sho

Apr 25, 2025 am 09:12 AM