黑料正能量

As artificial intelligence transforms the future of knowledge, work, and communication, students at 黑料正能量 are harnessing it to reshape the past. Last semester, Assistant Professor of Law and Society Mariana Dias Paes guided students in her World History from 1500 course in using state-of-the-art digital AI tools to transcribe and analyze archival documents, bring them into public discourse, and contribute to a more inclusive understanding of history.

Dias Paes, a legal historian specializing in former Portuguese colonies, brings deep expertise in standard preservation practices. Before joining 黑料正能量 last fall, she served as a research fellow for the Max Planck Institute for European Legal History in Germany, working in African and Portuguese archives to digitize court records. She observed that even the best-resourced institutions struggle to make their collections accessible. At Portugal鈥檚 national archive, Torre do Tombo, she recalls, 鈥渢hey had documents from the 18th and 19th centuries and had never even opened the boxes鈥� they always need to prioritize.鈥�

When she discovered the Citizen Archivist program of the United States National Archives, Dias Paes saw a meaningful opportunity for students to be part of the solution. The initiative invites the public to help make historical documents more accessible by transcribing and tagging them with searchable metadata.

She also recognized a chance to connect the project to the broader conversation unfolding across campuses and workplaces about AI, moving beyond a binary choice of whether to adopt it towards how to engage with it ethically and impactfully.

鈥淚 don't think that prohibiting is the way to go,鈥� she says, noting that students born in the digital world don鈥檛 always know how tools like Google and ChatGPT work. 鈥淭he best thing to do is explain how it works and show them legitimate ways to use it.鈥�

Dias Paes guided students in using Transkribus, a comprehensive platform developed by a consortium of European universities that supports the digitization, text recognition, transcription, and searchability of historical records. It greatly accelerates transcription鈥擠ias Paes notes that the 70 court cases that consumed much of her PhD could now be processed in about a day鈥攜et the process is far from automatic: users must train the machine learning-powered tool to recognize each unique handwriting. Once trained, 鈥渋t allows us to read many more documents to produce a book or an article.鈥�

Students say the experience shifted their perspective on AI. Raneem Grira 鈥�26 shared that she generally feels strongly against its use, 鈥減articularly in history due to how easily it can be manipulated.鈥� But she noted that Transkribus 鈥渄id not have that element of easy misuse, as it was more of a practical tool鈥攊t works alongside you. You are still doing the analytical process.鈥�

Students selected documents relevant to the course鈥檚 pre-19th-century timeline, such as US veteran registers. Many drew from the Archives鈥� curated 鈥溾�濃�攄ozens of special-interest topics ranging from the Nuremberg trials and pirates to First Lady Bess Truman鈥檚 recipes and women in space. Some discovered surprising finds, including the contract between the US and France for the sale of Louisiana, and the 1848 , which ended the war between the US and Mexico. Other artifacts鈥攕uch as slavery records鈥攁re more challenging to engage with, yet offer vital and practical insights into contemporary issues like citizenship and immigration.

For Dias Paes, every document presents an opportunity to talk about inclusivity and illuminate the experiences of historically marginalized groups. She notes that some archives 鈥渁re not considered priorities for certain reasons. So it's important work of historians to take one step back.鈥� Cultural bias also plays a role, as many AI tools鈥搃ncluding Transkribus and ChatGPT鈥� are better in English. 鈥淵ou find things in English easier. So we also had conversations about inequalities within knowledge production.鈥�

Dias Paes says the project helps students understand the role of historians, countering the common impression that 鈥渢hey just read books.鈥� Aakash Jayam, a visiting student from the University of Southern California, shared: 鈥淚鈥檓 grateful to contribute to the effort to digitize documents that might otherwise be lost to history. Transkribus is helping the academics of the future access the information of the past.鈥� Grira, a double major in Environmental Data Science and Middle Eastern Pluralities, noted that parts of her studies benefited from the assignment. 鈥淚 struggled with this assignment, but recognized it was integral to understanding the work historians go through to interpret primary sources鈥� I strangely think it is one of the most important things any individual interested in understanding historians should do.鈥�

Dias Paes plans to bring the project into her Latin American History course this fall and continue engaging students in the transformation鈥揳nd democratization鈥搊f knowledge. 鈥淚t鈥檚 an enormous revolution,鈥� she says.