CulturalEcho: Multimodal Deep Learning Approaches to Language Preservation, Documentation, and Community-Led Revitalization
Eeman Majumder
Lead AIML Engineer eeman.majumder@gmail.com
Abstract—The global linguistic landscape faces an unprece- dented crisis, with numerous languages teetering on the brink of extinction. This alarming trend signifies not merely the loss of vocabulary and grammar, but a profound erosion of cultural heritage, historical knowledge, and unique worldviews. The rapid disappearance of these languages severs communities from their ancestral roots and diminishes the rich tapestry of human communication. Studies indicate that the digital realm, while offering opportunities, also presents a significant challenge, with a vast majority of languages struggling to transition into the digital age, potentially leading to a substantial decline. In response to this urgent situation, artificial intelligence (AI), particularly through the advancements in multimodal deep learning, offers a promising avenue for language preservation, documentation, and community-led revitalization. Multimodal deep learning, a sophisticated branch of AI, excels at processing and integrating information from various data types, such as text, audio, images, and video. This comprehensive approach is particularly relevant to language, which is inherently multimodal, encompassing not only spoken and written words but also visual cues, contextual settings, and a wealth of cultural information. By simultaneously analyzing these diverse streams of information, AI models can achieve a more profound understanding of language in its full richness. The application of these techniques aims to address critical challenges in language preservation, including the scarcity of resources, the limited availability of data for many endangered languages, and the intricate nature of oral traditions that often lack written documentation.
Index Terms—Language preservation, multimodal deep learn- ing, endangered languages, cultural heritage, artificial intelli- gence
