The challenge of training AI

Rapid advancement of artificial intelligence (AI) is reshaping industries, much like the Industrial Revolution.

- ARJUN SINHA

However, with innovation come legal and ethical challenges, none more pressing than the issue of copyright in AI training and output generation. As large language models (LLMs) become increasingly sophisticated, their reliance on copyrighted material has sparked significant legal debate worldwide, including in India.

The development of AI models, especially those designed for sector-specific applications, frequently involves training on extensive datasets. These datasets may include textbooks, research papers, and other written works, many of which are protected by copyright laws. For instance, an AI model designed to assist teachers may require training on educational materials, such as school textbooks and lecture notes.

There are two primary legal concerns when it comes to copyright and AI:

If the use of copyrighted content to train LLMs constitutes infringement remains a contested issue.

Who owns the copyrighted material?

Does LLM-generated content that uses extracts of copyrighted materials result in infringement?

Third-party materials used for training LLMs will typically have copyright protection. However, whether training LLMs on such materials itself constitutes infringement is an evolving legal question. Some jurisdictions recognize exceptions under fair use or fair dealing, which allow limited use of copyrighted materials under specific conditions.