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cs.CL2026
Strategic Navigation or Stochastic Search? How Agents and Humans Reason Over Document Collections
Åukasz Borchmann, Jordy Van Landeghem, MichaÅ Turski +12
Multimodal agents offer a promising path to automating complex document-intensive workflows. Yet, a critical question remains: do these agents demonstrate genuine strategic reasoni…
cs.CL2025
Unchecked and Overlooked: Addressing the Checkbox Blind Spot in Large Language Models with CheckboxQA
MichaÅ Turski, Mateusz ChiliÅski, Åukasz Borchmann
Checkboxes are critical in real-world document processing where the presence or absence of ticks directly informs data extraction and decision-making processes. Yet, despite the st…
cs.CL2024
Arctic-TILT. Business Document Understanding at Sub-Billion Scale
Åukasz Borchmann, MichaÅ Pietruszka, Wojciech JaÅkowski +13
The vast portion of workloads employing LLMs involves answering questions grounded on PDF or scan content. We introduce the Arctic-TILT achieving accuracy on par with models 1000$\…