Papers by Piotr Halama
Arctic-TILT. Business Document Understanding at Sub-Billion Scale (2025.acl-industry)
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Łukasz Borchmann, Michał Pietruszka, Wojciech Jaśkowski, Dawid Jurkiewicz, Piotr Halama, Paweł Józiak, Łukasz Garncarek, Paweł Liskowski, Karolina Szyndler, Andrzej Gretkowski, Julita Ołtusek, Gabriela Nowakowska, Artur Zawłocki, Łukasz Duhr, Paweł Dyda, Michał Turski
| Challenge: | General-purpose LLMs and their multimodal counterparts provide a crucial advantage in process automation. |
| Approach: | They propose a model that can be finetuned and deployed on a single 24GB GPU . it provides reliable confidence scores and quick inferences for processing files in large-scale or time-sensitive environments. |
| Outcome: | The proposed model achieves state-of-the-art results on seven diverse benchmarks and provides reliable confidence scores and quick inferences. |