Michał Turski — accepted AI-conference papers

2026

Strategic Navigation or Stochastic Search? How Agents and Humans Reason Over Document Collections

Lukasz Borchmann, Jordy Van Landeghem, Michał Turski, Shreyansh Padarha, Ryan Kearns, Adam Mahdi +9

ICML 2026oral

Multimodal agents offer a compelling path to automating complex document-intensive workflows, yet a critical question remains: do these architectures demonstrate genuine strategic reasoning, or simply conduct stochastic trial-and-error search? To address this, we introduce Agentic Document VQA, a be…

Cited by 0 Source ↗Scholar ↗

2021

DUE: End-to-End Document Understanding Benchmark

Łukasz Borchmann, Michał Pietruszka, Tomasz Stanislawek, Dawid Jurkiewicz, Michał Turski, Karolina Szyndler +1

NeurIPS 2021poster

Understanding documents with rich layouts plays a vital role in digitization and hyper-automation but remains a challenging topic in the NLP research community. Additionally, the lack of a commonly accepted benchmark made it difficult to quantify progress in the domain. To empower research in this f…

Cited by 63 Source ↗Scholar ↗