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<meta property="og:description" content="Retrieval-Augmented Generation (RAG) is probably one of the most popular implementations of LLMs that integrates retrieval and generation models, augmenting AI&rsquo;s understanding of text and improving response accuracy through an information database.
This approach tackles the limitations of traditional generation models by fusing retrieval mechanisms, and enriching outputs with contextual depth and external knowledge.
Evaluating applications using LLMs, such as RAG, is pivotal for confidence and improvement, yet faces challenges like subjectiveness with respect to domain-specific suitability." />
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This approach tackles the limitations of traditional generation models by fusing retrieval mechanisms, and enriching outputs with contextual depth and external knowledge.
Evaluating applications using LLMs, such as RAG, is pivotal for confidence and improvement, yet faces challenges like subjectiveness with respect to domain-specific suitability."/>
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<h1 class="mb-3">Navigating Challenges and Enhancing Performance of LLM based Applications</h1>
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<h5 class="name">Atita Arora</h5>
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<em>Jun-03 11:10-11:40 in Rhapsody</em>
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<a class="speaker-inline-item" href="https://eu.communityovercode.org/speakers/atita-arora/">Atita Arora</a>
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<div class="content mt-4"><p>Retrieval-Augmented Generation (RAG) is probably one of the most popular implementations of LLMs that integrates retrieval and generation models, augmenting AI&rsquo;s understanding of text and improving response accuracy through an information database.</p>
<p>This approach tackles the limitations of traditional generation models by fusing retrieval mechanisms, and enriching outputs with contextual depth and external knowledge.</p>
<p>Evaluating applications using LLMs, such as RAG, is pivotal for confidence and improvement, yet faces challenges like subjectiveness with respect to domain-specific suitability.</p>
<p>This presentation covers essential aspects to assess and optimize RAG performance.</p>
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