{"id":638,"date":"2025-07-15T19:19:24","date_gmt":"2025-07-15T19:19:24","guid":{"rendered":"https:\/\/ccds.ai\/?p=638"},"modified":"2025-08-10T18:15:10","modified_gmt":"2025-08-10T18:15:10","slug":"llms-in-the-context-of-code-switching-for-banglish-texts","status":"publish","type":"post","link":"https:\/\/ccds.ai\/?p=638","title":{"rendered":"LLMs in the context of Code-Switching for Banglish Texts"},"content":{"rendered":"<div id='av_section_1'  class='avia-section av-av_section-4626b8e4cec458b6915ec5d17cf7764f main_color avia-section-default avia-no-border-styling  avia-builder-el-0  avia-builder-el-no-sibling  avia-bg-style-scroll container_wrap fullsize'  ><div class='container av-section-cont-open' ><main  role=\"main\" itemprop=\"mainContentOfPage\"  class='template-page content  av-content-full alpha units'><div class='post-entry post-entry-type-page post-entry-638'><div class='entry-content-wrapper clearfix'>\n\n<style type=\"text\/css\" data-created_by=\"avia_inline_auto\" id=\"style-css-av-md4x11rr-44f59395f4bda3668f1398c6185caee1\">\n.avia-image-container.av-md4x11rr-44f59395f4bda3668f1398c6185caee1 img.avia_image{\nbox-shadow:none;\n}\n.avia-image-container.av-md4x11rr-44f59395f4bda3668f1398c6185caee1 .av-image-caption-overlay-center{\ncolor:#ffffff;\n}\n<\/style>\n<div  class='avia-image-container av-md4x11rr-44f59395f4bda3668f1398c6185caee1 av-styling- avia-align-center  avia-builder-el-1  el_before_av_textblock  avia-builder-el-first '   itemprop=\"image\" itemscope=\"itemscope\" itemtype=\"https:\/\/schema.org\/ImageObject\" ><div class=\"avia-image-container-inner\"><div class=\"avia-image-overlay-wrap\"><img fetchpriority=\"high\" fetchpriority=\"high\" decoding=\"async\" class='wp-image-639 avia-img-lazy-loading-not-639 avia_image ' src=\"https:\/\/ccds.ai\/wp-content\/uploads\/2025\/07\/LLMs-in-the-context-of-Code-Switching-for-Banglish-Texts.png\" alt='' title='LLMs-in-the-context-of-Code-Switching-for-Banglish-Texts'  height=\"226\" width=\"512\"  itemprop=\"thumbnailUrl\" srcset=\"https:\/\/ccds.ai\/wp-content\/uploads\/2025\/07\/LLMs-in-the-context-of-Code-Switching-for-Banglish-Texts.png 512w, https:\/\/ccds.ai\/wp-content\/uploads\/2025\/07\/LLMs-in-the-context-of-Code-Switching-for-Banglish-Texts-300x132.png 300w\" sizes=\"(max-width: 512px) 100vw, 512px\" \/><\/div><\/div><\/div>\n<section  class='av_textblock_section av-md4x1nnr-918b121a7b3dee5d8c52615c485a0405'  itemscope=\"itemscope\" itemtype=\"https:\/\/schema.org\/BlogPosting\" itemprop=\"blogPost\" ><div class='avia_textblock'  itemprop=\"text\" ><p style=\"box-sizing: border-box; margin: 0.85em 0px; padding: 0px; border: 0px #e1e1e1; font-variant-numeric: inherit; font-variant-east-asian: inherit; font-variant-alternates: inherit; font-variant-position: inherit; font-variant-emoji: inherit; font-stretch: inherit; font-size: 15px; line-height: inherit; font-family: 'open sans', Helvetica, Arial, sans-serif; font-optical-sizing: inherit; font-size-adjust: inherit; font-kerning: inherit; font-feature-settings: inherit; font-variation-settings: inherit; vertical-align: baseline; color: #333333; text-align: justify;\"><span style=\"box-sizing: border-box; margin: 0px; padding: 0px; border: 0px #e1e1e1; font-style: inherit; font-variant: inherit; font-stretch: inherit; font-size: inherit; line-height: inherit; font-family: inherit; font-optical-sizing: inherit; font-size-adjust: inherit; font-kerning: inherit; font-feature-settings: inherit; font-variation-settings: inherit; vertical-align: baseline;\">In our increasingly interconnected global society, communication transcends linguistic boundaries, leading to a phenomenon known as code-switching. Code-switching refers to the practice of alternating between two or more languages or language varieties within a single discourse. In recent years, the advent of Language Models (LLMs) has revolutionized the way we interact with and understand languages. While LLMs perform quite well in monolingual queries such as question-answering, sentiment analysis and summarization, etc, their performance is downgraded in the scenario of code-switching. In this work, we are focusing on enhancing LLMs&rsquo; performance in the context of code-switching between Bangla and English.<\/span><\/p>\n<p style=\"box-sizing: border-box; margin: 0.85em 0px; padding: 0px; border: 0px #e1e1e1; font-variant-numeric: inherit; font-variant-east-asian: inherit; font-variant-alternates: inherit; font-variant-position: inherit; font-variant-emoji: inherit; font-stretch: inherit; font-size: 15px; line-height: inherit; font-family: 'open sans', Helvetica, Arial, sans-serif; font-optical-sizing: inherit; font-size-adjust: inherit; font-kerning: inherit; font-feature-settings: inherit; font-variation-settings: inherit; vertical-align: baseline; color: #333333; text-align: justify;\"><strong style=\"box-sizing: border-box; margin: 0px; padding: 0px; border: 0px #e1e1e1; font-style: inherit; font-variant: inherit; font-weight: bold; font-stretch: inherit; font-size: inherit; line-height: inherit; font-family: inherit; font-optical-sizing: inherit; font-size-adjust: inherit; font-kerning: inherit; font-feature-settings: inherit; font-variation-settings: inherit; vertical-align: baseline; color: #c3512f;\">Related publications<\/strong><\/p>\n<ol style=\"box-sizing: border-box; margin: 0px 0px 20px 15px; padding: 0px; border: 0px #e1e1e1; font-variant-numeric: inherit; font-variant-east-asian: inherit; font-variant-alternates: inherit; font-variant-position: inherit; font-variant-emoji: inherit; font-stretch: inherit; font-size: 14.95px; line-height: inherit; font-family: 'open sans', Helvetica, Arial, sans-serif; font-optical-sizing: inherit; font-size-adjust: inherit; font-kerning: inherit; font-feature-settings: inherit; font-variation-settings: inherit; vertical-align: baseline; list-style-position: initial; list-style-image: initial; color: #666666; text-align: justify;\">\n<li style=\"box-sizing: border-box; margin: 0px 0px 0px 1em; padding: 3px 0px; border: 0px #e1e1e1; font-style: inherit; font-variant: inherit; font-stretch: inherit; font-size: inherit; line-height: inherit; font-family: inherit; font-optical-sizing: inherit; font-size-adjust: inherit; font-kerning: inherit; font-feature-settings: inherit; font-variation-settings: inherit; vertical-align: baseline;\" aria-level=\"1\"><span style=\"box-sizing: border-box; margin: 0px; padding: 0px; border: 0px #e1e1e1; font-style: inherit; font-variant: inherit; font-stretch: inherit; font-size: inherit; line-height: inherit; font-family: inherit; font-optical-sizing: inherit; font-size-adjust: inherit; font-kerning: inherit; font-feature-settings: inherit; font-variation-settings: inherit; vertical-align: baseline;\">Contextual Bangla Neural Stemmer: Finding Contextualized Root-Word Representations for Bangla Words&rdquo;, 1st Workshop on Bangla Language Processing in conjunction with EMNLP, Association of Computational Linguistics, Singapore, Dec, 2023.<\/span><\/li>\n<li style=\"box-sizing: border-box; margin: 0px 0px 0px 1em; padding: 3px 0px; border: 0px #e1e1e1; font-style: inherit; font-variant: inherit; font-stretch: inherit; font-size: inherit; line-height: inherit; font-family: inherit; font-optical-sizing: inherit; font-size-adjust: inherit; font-kerning: inherit; font-feature-settings: inherit; font-variation-settings: inherit; vertical-align: baseline;\" aria-level=\"1\"><span style=\"box-sizing: border-box; margin: 0px; padding: 0px; border: 0px #e1e1e1; font-style: inherit; font-variant: inherit; font-stretch: inherit; font-size: inherit; line-height: inherit; font-family: inherit; font-optical-sizing: inherit; font-size-adjust: inherit; font-kerning: inherit; font-feature-settings: inherit; font-variation-settings: inherit; vertical-align: baseline;\">Investigation the Effectiveness of Graph-based Algorithm for Bangla Text Classification, 1st Workshop on Bangla Language Processing in conjunction with EMNLP, Association of Computational Linguistics, Singapore, Dec, 2023.<\/span><\/li>\n<li style=\"box-sizing: border-box; margin: 0px 0px 0px 1em; padding: 3px 0px; border: 0px #e1e1e1; font-style: inherit; font-variant: inherit; font-stretch: inherit; font-size: inherit; line-height: inherit; font-family: inherit; font-optical-sizing: inherit; font-size-adjust: inherit; font-kerning: inherit; font-feature-settings: inherit; font-variation-settings: inherit; vertical-align: baseline;\" aria-level=\"1\"><span style=\"box-sizing: border-box; margin: 0px; padding: 0px; border: 0px #e1e1e1; font-style: inherit; font-variant: inherit; font-stretch: inherit; font-size: inherit; line-height: inherit; font-family: inherit; font-optical-sizing: inherit; font-size-adjust: inherit; font-kerning: inherit; font-feature-settings: inherit; font-variation-settings: inherit; vertical-align: baseline;\">BaTEClaCor: A Novel Dataset for Bangla Text Error Classification and Correction, 1st Workshop on Bangla Language Processing in conjunction with EMNLP,&nbsp;<\/span><span style=\"box-sizing: border-box; margin: 0px; padding: 0px; border: 0px #e1e1e1; font-style: inherit; font-variant: inherit; font-stretch: inherit; font-size: inherit; line-height: inherit; font-family: inherit; font-optical-sizing: inherit; font-size-adjust: inherit; font-kerning: inherit; font-feature-settings: inherit; font-variation-settings: inherit; vertical-align: baseline;\">Association of Computational Linguistics, Singapore, Dec, 2023.<\/span><\/li>\n<\/ol>\n<\/div><\/section>\n\n","protected":false},"excerpt":{"rendered":"","protected":false},"author":2,"featured_media":0,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"_jetpack_memberships_contains_paid_content":false,"footnotes":""},"categories":[88],"tags":[],"class_list":["post-638","post","type-post","status-publish","format-standard","hentry","category-ai_ml_projects"],"acf":[],"jetpack_featured_media_url":"","jetpack_sharing_enabled":true,"_links":{"self":[{"href":"https:\/\/ccds.ai\/index.php?rest_route=\/wp\/v2\/posts\/638","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/ccds.ai\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/ccds.ai\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/ccds.ai\/index.php?rest_route=\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/ccds.ai\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=638"}],"version-history":[{"count":2,"href":"https:\/\/ccds.ai\/index.php?rest_route=\/wp\/v2\/posts\/638\/revisions"}],"predecessor-version":[{"id":641,"href":"https:\/\/ccds.ai\/index.php?rest_route=\/wp\/v2\/posts\/638\/revisions\/641"}],"wp:attachment":[{"href":"https:\/\/ccds.ai\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=638"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/ccds.ai\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=638"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/ccds.ai\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=638"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}