LLM-based Smart Chatbot Design Using LangChain Framework
| dc.contributor.advisor | Кузьменко, Дмитро | |
| dc.contributor.author | Колодяжна, Дарія | |
| dc.date.accessioned | 2024-11-07T12:28:46Z | |
| dc.date.available | 2024-11-07T12:28:46Z | |
| dc.date.issued | 2024 | |
| dc.description.abstract | This work presents the development of a smart chatbot called "Legislative Assistant" that assists Ukrainian lawyers and citizens in navigating legislative acts. The chatbot utilizes large language models (LLMs), specifically the Mistral-7B-Instruct-Ukrainian model, integrated with the LangChain framework and retrieval-augmented generation (RAG) techniques. By creating embeddings from a corpus of Ukrainian legislative acts and optimizing retrieval using RAG, the chatbot provides accurate and up-to-date responses to queries related to legislation. This work covers theoretical aspects such as the evolution of language models, transformer architectures like Mistral 7B and the concept of retrieval-augmented generation (RAG) for incorporating external data into language model responses. | en_US |
| dc.identifier.uri | https://ekmair.ukma.edu.ua/handle/123456789/32264 | |
| dc.language.iso | en | en_US |
| dc.status | first published | en_US |
| dc.subject | chatbots | en_US |
| dc.subject | large language models | en_US |
| dc.subject | Ukrainian legislation | en_US |
| dc.subject | retrieval-augmented generation | en_US |
| dc.subject | LangChain | en_US |
| dc.subject | Mistral 7B | en_US |
| dc.subject | attention mechanism | en_US |
| dc.subject | bachelor thesis | en_US |
| dc.title | LLM-based Smart Chatbot Design Using LangChain Framework | en_US |
| dc.title.alternative | Побудова розумного чат-боту на основі великих мовних моделей та фреймворку LangChain | uk_UA |
| dc.type | Other | en_US |
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