Talklingo: A Smart Solution for Multilingual Communication

In today’s interconnected world, language barriers hinder access to essential services like education, healthcare, and global collaboration, creating a pressing need for efficient multilingual communication tools. Traditional text-based translators, while useful, often fall short in supporting natural, spontaneous speech, making them inadequate for live conversations. To address this, TalkLingo introduces an innovative speech-to-speech translation system that seamlessly integrates Automatic Speech Recognition (ASR), Machine Translation (MT), and Text-to-Speech (TTS) technologies. By incorporating Retrieval-Augmented Generation (RAG) into its MT framework, TalkLingo enhances translation accuracy and context-awareness, leveraging a vast knowledge base to deliver precise and natural translations. TalkLingo utilizes advanced large language models (LLMs) to improve translation quality and speed, ensuring real-time performance even in fast-paced dialogues. The system employs Whisper ASR for reliable speech recognition, mT5 with RAG for contextually accurate translations, and Edge TTS for lifelike voice output, creating a smooth and intuitive user experience. It balances translation speed with high accuracy, making it highly effective for real-world applications. Rigorous testing has demonstrated TalkLingo’s exceptional performance across diverse languages, accents, and challenging environments, outperforming traditional systems in accuracy and fluency. Its RAG-based architecture provides a significant advantage over conventional models, particularly for low-resource languages and complex linguistic nuances. TalkLingo’s applications are vast, from aiding travelers and professionals in cross-lingual communication to supporting individuals with speech impairments. By breaking language barriers and enabling natural, real-time conversations, TalkLingo fosters inclusivity and global connectivity, positioning itself as a transformative tool for multilingual interaction in an increasingly globalized world.

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Publication Details

Journal
International Research Journal on Advanced Engineering Hub (IRJAEH)
Published
2025-03-15
DOI
https://doi.org/10.47392/irjaeh.2025.0064
Primary Topic
Digital Communication and Language
Type
article
Field-Weighted Citation Impact
0.00
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article

Talklingo: A Smart Solution for Multilingual Communication

Ms.R.R. Owhal, Pauravi Vinchurkar, Harsh Raut, Abhijeet Ravatale et al.
International Research Journal on Advanced Engineering Hub (IRJAEH)
Digital Communication and Language
article

Talklingo: A Smart Solution for Multilingual Communication

Ms.R.R. Owhal, Pauravi Vinchurkar, Harsh Raut, Abhijeet Ravatale, Swapnil Pokale
article en

Abstract

In today’s interconnected world, language barriers hinder access to essential services like education, healthcare, and global collaboration, creating a pressing need for efficient multilingual communication tools. Traditional text-based translators, while useful, often fall short in supporting natural, spontaneous speech, making them inadequate for live conversations. To address this, TalkLingo introduces an innovative speech-to-speech translation system that seamlessly integrates Automatic Speech Recognition (ASR), Machine Translation (MT), and Text-to-Speech (TTS) technologies. By incorporating Retrieval-Augmented Generation (RAG) into its MT framework, TalkLingo enhances translation accuracy and context-awareness, leveraging a vast knowledge base to deliver precise and natural translations. TalkLingo utilizes advanced large language models (LLMs) to improve translation quality and speed, ensuring real-time performance even in fast-paced dialogues. The system employs Whisper ASR for reliable speech recognition, mT5 with RAG for contextually accurate translations, and Edge TTS for lifelike voice output, creating a smooth and intuitive user experience. It balances translation speed with high accuracy, making it highly effective for real-world applications. Rigorous testing has demonstrated TalkLingo’s exceptional performance across diverse languages, accents, and challenging environments, outperforming traditional systems in accuracy and fluency. Its RAG-based architecture provides a significant advantage over conventional models, particularly for low-resource languages and complex linguistic nuances. TalkLingo’s applications are vast, from aiding travelers and professionals in cross-lingual communication to supporting individuals with speech impairments. By breaking language barriers and enabling natural, real-time conversations, TalkLingo fosters inclusivity and global connectivity, positioning itself as a transformative tool for multilingual interaction in an increasingly globalized world.

International Research Journal on Advanced Engineering Hub (IRJAEH)Vol. 3(03)
Shri Ramswaroop Memorial University (IN)
Openalex Percentile: Top 96%
Digital Communication and Language
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