Recent Trends in Analysis of Images, Social Networks and Texts. 10th International Conference, AIST 2021, Tbilisi, Georgia, December 16–18, 2021, Revised Selected Papers

Springer, 2022.

This book constitutes revised selected papers of the 10th International Conference on Analysis of Images, Social Networks and Texts, AIST 2021, held in Tbilisi, Georgia, in December 2021. Due to the COVID-19 pandemic the conference was held in hybrid mode. 

The 17 full papers were carefully reviewed and selected from 118 submissions, out of which 92 were sent to peer review. The papers are organized in topical sections on ​natural language processing; computer vision; data analysis and machine learning; social network analysis; theoretical machine learning and optimisation.

Chapters

Continuous Prompt Tuning for Russian: How to Learn Prompts Efficiently with RuGPT3?

Tikhonova M., Konodyuk N., , in: Recent Trends in Analysis of Images, Social Networks and Texts. 10th International Conference, AIST 2021, Tbilisi, Georgia, December 16–18, 2021, Revised Selected Papers.: Springer, 2022. P. 30–40.

Adaptation to downstream tasks is a crucial part of the pre-trained language model (PLM) life cycle. Fine-tuning, traditionally used for this purpose, is an expensive procedure in terms of computation and memory. Dramatic growth of PLM capacities has led to the emergence of zero- and few-shot methods, which use natural language to describe tasks. Although ...

Added: October 31, 2022

Keywords: data mining, computational linguistics, computer vision, computer networks, artificial intelligence, correlation analysis, Human-Computer Interaction (HCI), image analysis, Natural Language Processing (NLP)