PIQARD System for Experimenting and Testing Language Models with Prompting Strategies

Marcin Korcz; Dawid Plaskowski; Mateusz Politycki; Jerzy Stefanowski; Alex Terentowicz

doi:10.1007/978-3-031-43430-3_23

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Title

PIQARD System for Experimenting and Testing Language Models with Prompting Strategies

Authors

Marcin Korcz (WIiT) ^{[ 1 ][ S ]}
Dawid Plaskowski (WIiT) ^{[ 1 ][ S ]}
Mateusz Politycki (WIiT) ^{[ 1 ][ S ]}
Jerzy Stefanowski (WIiT) ^{[ 2 ][ 2.3 ][ P ]}
Alex Terentowicz (WIiT) ^{[ 1 ][ S ]}

^{[ 1 ]} Wydział Informatyki i Telekomunikacji, Politechnika Poznańska | ^{[ 2 ]} Instytut Informatyki, Wydział Informatyki i Telekomunikacji, Politechnika Poznańska | ^{[ S ]} student | ^{[ P ]} employee

Scientific discipline (Law 2.0)

[2.3] Information and communication technology

Year of publication

2023

Chapter type

chapter in monograph / paper

Publication language

english

Keywords

EN

Large language models
Prompting
Information retrieval

Abstract

EN Large Language Models (LLMs) have seen a surge in popularity due to their impressive results in natural language processing tasks, but there are still challenges to be addressed. Prompting in the question is a solution for some of them. In this paper, we present PIQARD, an open-source Python library that allows researchers to experiment with prompting techniques and information retrieval, and combine them with LLMs. This library includes pre-implemented components and also allows users to integrate their own methods.

Date of online publication

17.09.2023

Pages (from - to)

320 - 323

DOI

10.1007/978-3-031-43430-3_23

URL

https://link.springer.com/chapter/10.1007/978-3-031-43430-3_23

Book

Machine Learning and Knowledge Discovery in Databases: Applied Data Science and Demo Track : European Conference, ECML PKDD 2023, Turin, Italy, September 18–22, 2023, Proceedings, Part VII

Presented on

European Conference on Machine Learning and Knowledge Discovery in Databases ECML PKDD 2023, 18-22.09.2023, Turin, Italy