--- title: Harnessing the Power of Language Models to Solve Big... description: Language models have limitations in the context size, but we developed a solution that facilitates general and detailed analysis of extensive text datasets. We... canonical: https://daily.dev/posts/harnessing-the-power-of-language-models-to-solve-big-data-challenges-hhriibps3 twitter:card: summary_large_image twitter:site: @dailydotdev og:type: website og:site_name: daily.dev og:title: Harnessing the Power of Language Models to Solve Big Data Challenges | daily.dev og:description: Language models have limitations in the context size, but we developed a solution that facilitates general and detailed analysis of extensive text datasets. We... og:url: https://daily.dev/posts/harnessing-the-power-of-language-models-to-solve-big-data-challenges-hhriibps3 og:image: https://api.daily.dev/og/posts/hhRIiBPS3.png og:image:alt: Harnessing the Power of Language Models to Solve Big Data Challenges og:image:width: 1200 og:image:height: 630 og:locale: en --- > ## Documentation Index > Fetch the complete documentation index at: https://daily.dev/llms.txt > Use this file to discover all available pages before exploring further. # Harnessing the Power of Language Models to Solve Big Data Challenges **[AppUnite](https://daily.dev/sources/appunite)** · 3 min read · 2 upvotes · 0 comments ## Summary Language models have limitations in the context size, but we developed a solution that facilitates general and detailed analysis of extensive text datasets. We handle general questions for a single document by loading the entire text into the model's context. To overcome context size limitations with larger datasets, we use vector databases. This approach allows us to query across multiple documents and derive answers from relevant sections. ## Full article daily.dev links to this article rather than hosting it. Read it at the original source: --- Tags: [#python](https://daily.dev/tags/python), [#nlp](https://daily.dev/tags/nlp), [#big-data](https://daily.dev/tags/big-data), [#vector-search](https://daily.dev/tags/vector-search) [View this post on daily.dev](https://daily.dev/posts/harnessing-the-power-of-language-models-to-solve-big-data-challenges-hhriibps3) ```json {"@context":"https://schema.org","@graph":[{"@type":"Organization","@id":"https://daily.dev/#organization","name":"daily.dev","url":"https://daily.dev","logo":{"@type":"ImageObject","url":"https://daily.dev/apple-touch-icon.png","width":180,"height":180},"sameAs":["https://twitter.com/dailydotdev","https://github.com/dailydotdev","https://www.linkedin.com/company/daily-dev-ltd"]},{"@type":"WebSite","@id":"https://daily.dev/#website","url":"https://daily.dev","name":"daily.dev","publisher":{"@id":"https://daily.dev/#organization"},"potentialAction":{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https://daily.dev/search?q={search_term_string}"},"query-input":"required name=search_term_string"}}]} {"@context":"https://schema.org","@type":"TechArticle","headline":"Harnessing the Power of Language Models to Solve Big Data Challenges","url":"https://daily.dev/posts/harnessing-the-power-of-language-models-to-solve-big-data-challenges-hhriibps3","mainEntityOfPage":{"@type":"WebPage","@id":"https://daily.dev/posts/harnessing-the-power-of-language-models-to-solve-big-data-challenges-hhriibps3"},"datePublished":"2024-05-10T15:04:40.355Z","dateModified":"2024-05-10T15:04:39.583Z","description":"Language models have limitations in the context size, but we developed a solution that facilitates general and detailed analysis of extensive text datasets. 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