Search Results for author: Heydar Soudani

Found 5 papers, 4 papers with code

A Survey on Recent Advances in Conversational Data Generation

no code implementations12 May 2024 Heydar Soudani, Roxana Petcu, Evangelos Kanoulas, Faegheh Hasibi

Recent advancements in conversational systems have significantly enhanced human-machine interactions across various domains.

Fine Tuning vs. Retrieval Augmented Generation for Less Popular Knowledge

1 code implementation3 Mar 2024 Heydar Soudani, Evangelos Kanoulas, Faegheh Hasibi

The two prominent approaches to enhance the performance of LLMs on low-frequent topics are: Retrieval Augmented Generation (RAG) and fine-tuning (FT) over synthetic data.

Data Augmentation Question Answering +1

Data Augmentation for Conversational AI

1 code implementation9 Sep 2023 Heydar Soudani, Evangelos Kanoulas, Faegheh Hasibi

This tutorial provides a comprehensive and up-to-date overview of DA approaches in the context of conversational systems.

Data Augmentation

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