U.S. Army personnel are sorting through stacks of German documents that were collected by war crimes investigators as evidence for the trial before the International Military Tribunal for the Prosecution of War Criminals in Nuremberg
©United States Ho­lo­caust Me­mo­ri­al Museum, cour­te­sy of Na­tio­nal Ar­chi­ves and Records Ad­mi­nis­tra­ti­on, College Park, Pho­to­gra­pher: Charles Alex­an­der, Source Record ID: 238-NTA-42
Press release

How AI in­ter­prets history: New sandpit project in­ves­ti­ga­tes ap­p­li­ca­ti­on of AI to analyze ge­no­ci­de tri­bu­nal ar­chi­ves

Wübben Stif­tung Wis­sen­schaft is funding the project "In­ter­pre­ting Atro­ci­ties at Scale: AI, In­ter­na­tio­nal Cri­mi­nal Trials, and the Making of History" as part of its sandpit program on the annual theme "big data". The project brings tog­e­ther re­se­ar­chers from history, in­ter­na­tio­nal cri­mi­nal law, the digital hu­ma­nities, and in­for­ma­tics. The aim is to use a clearly defined area of re­se­arch to in­ves­ti­ga­te how ar­ti­fi­ci­al in­tel­li­gence is chan­ging his­to­ri­cal know­ledge pro­duc­tion and re­mem­bran­ce culture.

How do AI systems eva­lua­te large digital ar­chi­ves of in­ter­na­tio­nal cri­mi­nal pro­cee­dings and what are the con­se­quen­ces for the public’s un­der­stan­ding of his­to­ri­cal violent crimes? To answer this ques­ti­on, the re­se­ar­chers are ana­ly­zing ar­chi­ves from the Nur­em­berg Trials, the In­ter­na­tio­nal Cri­mi­nal Tri­bu­nal for the former Yu­go­s­la­via (ICTY), and the In­ter­na­tio­nal Cri­mi­nal Tri­bu­nal for Rwanda (ICTR).

“More and more people are using AI as a source of in­for­ma­ti­on but it’s not yet clear how these systems process his­to­ri­cal sources and what nar­ra­ti­ves they derive from them,” says Daniel Stahl, a his­to­ri­an and one of the two project spo­kes­per­sons. In­ter­na­tio­nal cri­mi­nal trials do­cu­ment events in detail but only from a legal per­spec­tive. “However, we know from many re­se­arch pro­jec­ts that case records cannot re­pro­du­ce complex his­to­ri­cal rea­li­ties, and we are testing how AI systems deal with this problem,” says Stahl’s co-spo­kes­per­son, the his­to­ri­an Roman Birke. The re­se­ar­chers intend to study whether and how AI models glean his­to­ri­cal know­ledge from court do­cu­ments, what dis­tor­ti­ons occur, and how this in­flu­en­ces re­mem­bran­ce culture.

The sandpit will bring tog­e­ther experts from a range of dif­fe­rent di­sci­pli­nes to carry out a series of AI ex­pe­ri­ments. On the one hand, they will analyze how leading AI models like ChatGPT, Claude, and Gemini present know­ledge con­cer­ning in­ter­na­tio­nal cri­mi­nal trials. On the other, they will test how AI tools de­ve­lo­ped spe­ci­fi­cal­ly for the sandpit work­shop process mil­li­ons of pages of his­to­ri­cal trial do­cu­ments and whether they can iden­ti­fy complex con­nec­tions in the sources.

The ex­pe­ri­ments will form the basis of an in­ter­di­sci­pli­na­ry sandpit dis­cus­sion from Sep­tem­ber 14 to 16, 2026 in Nur­em­berg. The work­shop will be in­ter­na­tio­nal, with re­se­ar­chers from Germany, the UK, Ireland, Lu­xem­bourg, the Ne­ther­lands, and the United States taking part. The aim is for the project to lead to follow-on aca­de­mic ac­tivi­ties, in­clu­ding a peer-re­view­ed pu­bli­ca­ti­on at the in­ter­sec­tion of history and the digital hu­ma­nities, and a more ac­ces­si­ble article aimed at the general public.

Aca­de­mic con­tac­ts

  • Daniel Stahl, Senior Re­se­ar­cher at­ta­ched to the Chair in Modern and Con­tem­pora­ry History, Fried­rich-Alex­an­der-Uni­ver­si­tät Er­lan­gen-Nürn­berg, daniel.stahl@fau.de
  • Roman Birke, As­si­stant Pro­fes­sor in Modern Eu­ropean History, Dublin City Uni­ver­si­ty,
    roman.birke@dcu.ie

The sandpit program
Wübben Stif­tung Wis­sen­schaft’s sandpit program pro­mo­tes novel, in­ter­di­sci­pli­na­ry re­se­arch ap­proa­ches to topics that are of re­le­van­ce to society and its future. In a crea­ti­ve work­shop format, re­se­ar­chers from dif­fe­rent di­sci­pli­nes work tog­e­ther to develop new per­spec­tives, re­se­arch ques­ti­ons, and col­la­bo­ra­ti­ve pro­jec­ts.  

The Foun­da­ti­on
Wübben Stif­tung Wis­sen­schaft is a private grant-making foun­da­ti­on based in Berlin. It aims to streng­t­hen Germany’s po­si­ti­on as a science and re­se­arch hub by sup­por­ting out­stan­ding aca­de­mics at various career stages.