Master'sOpen Access

Flexigpt: Engaging with documents

2024
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Advisor: Prof. Dr. Numan Çelebi

Abstract (EN)

In the rapidly evolving domain of AI, the emergence of LLMs has catalyzed a shift across various sectors, fundamentally reshaping the dynamics of digital interaction. Amidst this technological renaissance, our FlexiGPT emerges as a groundbreaking application, leveraging the full potential of these advancements. Designed as a CLI program, FlexiGPT serves as a bridge between users and their digital files, enabling a high level of interactive engagement. At the heart of FlexiGPT's innovation is its ability to download and integrate any LLM or embedding model from the Hugging Face platform. This feature empowers users to tap into a diverse array of the latest language models, ensuring they remain at the forefront of linguistic technology. The integration process is streamlined and user-friendly, making advanced AI tools accessible to a broader audience. FlexiGPT employs the RAG technique, a sophisticated approach that combines LLMs with advanced retrieval methods. This amalgamation allows the program to not only generate relevant responses but also to show the data sources that it used to answer the queries, enhancing the depth and accuracy of interactions.Users can query their digital files, receive insightful responses, and engage in a dialogue that was once the domain of science fiction. The flexibility of FlexiGPT extends beyond its model integration capabilities. Users can choose to load models in their full version for maximum performance or quantized forms and specialized formats like GPTQ or GGML, balancing performance with resource requirements. This adaptability makes FlexiGPT a versatile tool, suitable for various applications, from academic research to business analytics Another feature of FlexiGPT is its local execution capability. By running the program on local machines, users benefit from enhanced data privacy and security. This local approach also allows for faster response times and reduced reliance on cloud services, which is particularly advantageous in scenarios where internet connectivity is limited or unreliable. FlexiGPT's impact extends beyond its technical prowess. The application opens new avenues for how individuals and organizations interact with their digital data. From simplifying complex data analysis to enabling more natural and efficient file management, FlexiGPT stands as a testament to the practical applications of AI in everyday life. FlexiGPT represents a significant leap forward in the field of AI and digital interaction. By harnessing the power of the latest language models and embedding them within an accessible and versatile interface, FlexiGPT is not just a tool; it is a harbinger of a new era in digital communication and interaction. As technology continues to evolve, FlexiGPT is poised to adapt and grow, offering users an ever-expanding suite of capabilities to explore the full potential of AI-driven digital engagement.

Author

Dr. Abdalrhman Al-quaary

How to Cite

Abdalrhman Al-quaary (Master Thesis). Flexigpt: Engaging with documents, 2024, Sakarya University.

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