Microsoft’s Copilot rarely reproduces even full sentences from news articles and books, let alone substantive chunks that could substitute for the original, the company says in new legal filings as it fights copyright claims from publishers including The New York Times and book authors.

As part of the lawsuit’s discovery, Microsoft provided 8.2 million Copilot chat logs to an expert hired by news publishers. The logs, it claims, were specifically chosen “because they hit on keywords implicating use of News Plaintiffs’ websites, and therefore the most likely to contain News Plaintiffs’ works.” It says the resulting analysis shows that 59,545 of these contained at least 16 words in common with news content used to ground the AI model. An expert for the Center for Investigative Reporting found 51 instances of “substantial overlap” with CIR work in the dataset, Microsoft says. Similarly, an expert in the authors’ suit found that the 8.2 million conversations with Copilot only had 24 responses that contained at least 30 matching words. Only 10 of the 212 books evaluated had any matches, Microsoft claims. The Times, CIR, and Authors Guild did not immediately respond to requests for comment.

Microsoft argues that the numbers bolster its case that using copyrighted content for AI training datasets should be considered fair use. While systems like Copilot rely on using copyrighted material, it says, the resulting systems are used for significantly different purposes than the original. The fact that they sometimes reproduce sections of text, it concludes, “hardly undermines the transformative purpose of LLM training.”

The filings were made as part of a legal battle brought by publishers and authors against Microsoft and OpenAI, which the plaintiffs claim built products on their works and now compete with them directly, in part by regurgitating copyrighted content. The news publishers’ and books authors’ claims were consolidated under one judge to streamline the process, despite objections from the publishers and authors. Microsoft submitted its filing on Friday as it argues for the judge to issue a summary judgement, which would end the case at an early stage. (The Trump administration also filed a statement of interest in the New York Times case this week, supporting OpenAI.) If the judge sides with the publishers and authors, the legal battle will continue in court.