Artificial Intelligence in Engineering and society: blue skies, black holes, and the job of Requirements Engineers (Keynote)
Contributo in Atti di convegno
Data di Pubblicazione:
2023
Abstract:
The democratization of artificial intelligence (AI)
has brought substantial achievements in science, engineering
disciplines, and society as a whole. New technologies based on
large language models, multi-modal learning, embodied AI, and
the quest for artificial general intelligence (AGI) promise to
further change the world's landscape as we know it. At the same
time, AI's rapid and uncontrolled evolution also poses serious
risks to society, such as the concentration of power, exclusion,
discrimination, and manipulation of reality. The keynote will
present some experiences in AI democratization, including the us-
age of explainable machine learning approaches for agronomists,
NLP-based solutions for railway engineers, image processing
techniques for the maintenance of riverbeds, and mobile data
processing in road safety assessment. . The talk will outline the
latest technological advancements in AI, e.g., in healthcare and
science, and will show how large language models like ChatGPT
and Bing Chat can solve long-standing requirements engineering
(RE) problems. For example, requirements completeness can be
easily checked and addressed with simple prompts, and model
generation from requirements becomes a one-click task. The
keynote will then describe the risks that current AI development
poses to society. Besides the increasingly convincing deep fakes,
and the widely discussed risks for privacy and reputation, we
must be aware of the uncontrolled speed of AI evolution. As
AI continues to advance, it will replace many jobs that require
intellectual skills. This could lead to a significant number of
people losing their jobs, as they may not have the necessary skills
to adapt to the new labour market. People and entire countries
that cannot exploit technological developments will be excluded
from the game, and this will cause resentment and the possible
emergence of new fundamentalism. The race for semiconductors
is already creating hot spots and rifts between the superpowers.
Tipologia CRIS:
04.06 Keynote o lezione magistrale
Keywords:
Requirements Engineering; Artificial Intelligence; Natural Language Processing; Large language models
Elenco autori:
Ferrari, Alessio
Link alla scheda completa:
Link al Full Text:
Titolo del libro:
REW 2023 - 31st IEEE International Requirements Engineering Conference Workshops