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RAG-Fusion: a New Take on Retrieval-Augmented Generation

Rackauckas, Zackary

arXiv.org Artificial Intelligence

Infineon has identified a need for engineers, account managers, and customers to rapidly obtain product information. This problem is traditionally addressed with retrieval-augmented generation (RAG) chatbots, but in this study, I evaluated the use of the newly popularized RAG-Fusion method. RAG-Fusion combines RAG and reciprocal rank fusion (RRF) by generating multiple queries, reranking them with reciprocal scores and fusing the documents and scores. Through manually evaluating answers on accuracy, relevance, and comprehensiveness, I found that RAG-Fusion was able to provide accurate and comprehensive answers due to the generated queries contextualizing the original query from various perspectives. However, some answers strayed off topic when the generated queries' relevance to the original query is insufficient. This research marks significant progress in artificial intelligence (AI) and natural language processing (NLP) applications and demonstrates transformations in a global and multi-industry context.


Learn About The BitAlpha AI Trading Bot!

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Cryptocurrency markets have very distinct architectures from more conventional financial markets. The cryptocurrency market presents a unique set of opportunities for investment and trade. All of these factors--from market volatility to trading activity to inventory management to business hours--are included. The modern wave of digitization has given birth to the growth of AI-based trading bots. A growing number of businesses have adopted the use of chatbots to streamline their customer care processes in recent years.


Knowledge management

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Knowledge has been and will continue to be a key competitive differentiator when it comes to driving organizational performance. The power of people and machines working together offers the greatest opportunity for creating knowledge in human history. However, advanced technologies, new ways of working, and shifts in workforce composition are rendering traditional views of knowledge management obsolete. To capitalize on these changes, many organizations need to redefine how they promote knowledge creation to help maximize human potential at work. The Readiness Gap: Seventy-five percent of surveyed organizations say creating and preserving knowledge across evolving workforces is important or very important for their success over the next 12–18 months, but only 9 percent say they are very ready to address this trend; this represents one of the largest gaps between importance and readiness across this year's trends.


AL Product Review: Luminance – Part One

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Welcome to the latest Artificial Lawyer Product Review. Today we are presenting Part One of the results for Luminance. Luminance is a UK-based legal AI doc review and analysis company, and in a short time has become one of the most well-known brands in this category. It has grown rapidly in terms of its offering (see image below) and in terms of its global client base, with now around 170 customers noted by the company. What started as an M&A due diligence tool, mostly focused on law firms, has broadened to cover a wider range of legal practice needs, such as property and compliance.


How Intel is leveraging AI to drive sales

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The pandemic greatly accelerated businesses' digital transformation efforts. This is particularly true in the marketing domain, where enterprises began to embrace automation and enablement technologies. When McKinsey surveyed 1,500 executives across industries and regions in 2018, 66% said addressing skills gaps related to automation and digitization was a "top 10" priority. Forrester predicts that 57% of business-to-business sales leaders will invest more heavily in tools with automation. While Intel might be best known for its chip business, it's among the companies embracing this automation and digitization.


Conversational AI Enhancing Business Intelligence

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Data is fundamental to the success of any organization. Data analytics gives insights into customer behaviour which thusly is utilized to fuel the vital activities of the business. Well-curated and comprehensive customer information can open up a universe of new opportunities dependent on solid numbers. Today, data reaches out past hard numbers. While realizing what number of changes you're getting from your site or having the option to figure the return on investment (ROI) of a marketing effort is as yet significant.


Top Jobs In Autonomous Vehicle Industry & How You Can Land Them

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With artificial intelligence (AI) driving the entire world towards a mobility revolution, the autonomous driving industry has found itself right in the centre of it. Not only governments, across the globe, gearing up for it, but also private companies are getting excited about bringing autonomous vehicles to full operation. In that case, these companies will be looking to hire skilled personnel in the autonomous vehicle industries. And, therefore, one can look forward to a challenging but exciting career in the autonomous vehicle industry. According to Indeed, there has been a rise of 668% of searches for autonomous vehicle-related jobs since 2015.


Collaborative business planning harnesses the power of the global supply chain - IBM Services

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We've written a lot about how new technologies are building a better supply chain. But technologies such as AI, IoT and advanced analytics can only achieve their true potential if all parties within the supply chain network are working together. Even the smallest, most well-intentioned decisions made by individual stakeholders can cause catastrophic failures in the manufacturing and delivery of goods. Modern collaborative business planning lets partners on a supply chain work off shared data unspoiled by human misconceptions and misestimations. Automated integrated planning removes bias from supply chain data and creates a single, transparent source that engenders collaboration.


7 key ways AI transforms promotional trade funds management - Symphony RetailAI

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CPG executives are painfully aware that they're investing billions of dollars in trade promotions each year, but as many as 72% fail to break even¹. It's clear that promotions have become more complex and harder to manage as CPGs must respond to changing consumer behavior, increasing demands from retailers and blurring of physical and online channels. Traditional forecasting and promotion-planning systems are unable to provide real-time, accurate insights to help managers understand the big picture. Below, we'll explore seven ways in which AI can help CPG companies more effectively plan promotional events, measure outcomes and make adjustments. You can read more in the companion paper on how AI transforms promotional trade funds management.


Automation Anywhere is looking for a great Sales Executive, Sr..

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Automation Anywhere is a Silicon Valley-based software company that provides Robotic Process Automation and Cognitive solutions to clients. As the leading global provider of Digital Workforce and RPA solutions, Automation Anywhere is currently experiencing unprecedented growth. To meet this demand, we are seeking an enthusiastic, energetic, high performing Account Manager to be based in our London office. To be successful in the role as a Sr. Sales Executive, you'll have a proven track record selling complex Enterprise level solutions and thrive in a fast paced entrepreneurial environment.