Futures

Advances in Large Language Models: Shaping the Future of Communication Technology, from (20230528.)

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Summary

Advances in large language models, such as ChatGPT, have revolutionized language processing by machines. This has opened up new research opportunities and raised questions about how to make the most of these advancements and address the associated risks. A course is being offered that combines workshops and seminars to explore these topics further. Students can choose to complete a project or produce a research project proposal focused on the main areas identified by the course. The schedule includes sessions on background information, evaluation methods, consensus building, emergent abilities of language models, evaluating human-model interactions, AI-mediated communication, and societal impacts of language models. The course aims to foster critical thinking and practical skills in utilizing and understanding language models.

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Themes

Signals

Signal Change 10y horizon Driving force
Advances in large language models Advancement in language processing by machines More sophisticated language processing by machines Technological innovation
Course on shaping the future of communication technology Education and exploration of new communication technologies Increased knowledge and understanding of communication technology Desire to stay up-to-date and innovative
Combination workshop and seminar format Blending of hands-on experimentation and academic discussion Enhanced learning and engagement in the course Interactive and comprehensive learning experience
Evaluation of language models for accuracy, fairness, bias, and robustness Increased focus on evaluating language models Improved assessment of language model performance and ethical considerations Desire for responsible and unbiased AI
Using language models to find agreement among humans with diverse preferences Utilization of language models for consensus-building Enhanced collaboration and understanding among individuals with different opinions Promoting dialogue and harmony
Exploring emergent abilities of language models Investigation of new capabilities of language models Discovering novel applications and functionalities of language models Unveiling untapped potential of AI
Evaluating language models for human interaction Assessment of language models’ impact on human communication Improved understanding of AI-mediated communication outcomes Enhancing human-AI interaction
Discussion on public policies on AI-generated content Exploring the societal and policy implications of AI-generated content Development of regulations and guidelines for AI-generated content Ensuring ethical and responsible AI use
Large language models as simulated economic agents Understanding the economic implications of language models Insights into the role of AI in economic systems Investigating AI’s impact on economy
Risks and tools for transparency in language models Addressing the risks and promoting transparency in language models Greater accountability and transparency in AI development Ethical considerations and responsible AI practices
Final project presentations Showcasing the outcomes of student projects Demonstrating practical applications and innovations in language models Promoting creativity and practicality in AI research

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