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Seminário da Pós: “On the Construction of Database Interfaces based on Large Language Models”

Dia 15/09, às 15h, acontecerá o seminário “On the Construction of Database Interfaces based on Large Language Models”, proferido pelo professor Marco A. Casanova.

Seminário da Pós: “On the Construction of Database Interfaces based on Large Language Models”

Resumo do Seminário: This talk argues that Large Language Models (LLMs) can be profitably used to construct natural language database interfaces (NLIDBs), including conversational interfaces. Such interfaces will be simply called LLM-based NLIDBs. It discusses three problems: how to use an LLM to create an NLIDB; how to fine-tune an LLM to follow instructions over a particular database; and how to simplify the construction of LLM-based NLIDBs. The paper covers the first two problems with the help of examples based on two well-known LLM families, GPT and LLaMA, developed by OpenAI and Meta, respectively. Likewise, it discusses the third problem with the help of examples based on two frameworks, LangChain and LlamaIndex.

Conheça o Professor: Marco A. Casanova is Full Professor at the Department of Informatics and Coordinator of the Central Planning and Evaluation Office of the Pontifical Catholic University of Rio de Janeiro – PUC-Rio. He graduated in Electronic Engineering at the Military Institute of Engineering (1974), obtained a M.Sc. in Informatics from PUC-Rio (1976) and a M.Sc. (1977) and a Ph.D. (1979) in Applied Mathematics from Harvard University. He was Graduate Program Coordinator (2005-2007) and Director (2007-2011) of the Department of Informatics of PUC-Rio. His research interests concentrate on database conceptual modeling and construction of database management systems. In July 2012, he received the Scientific Merit Award from the Brazilian Computer Society.

 

O Seminário será transmitido pelo youtube: https://www.youtube.com/watch?v=b1I2EQ5rclI