ContextDrift at ImageCLEF 2025 Multimodal Reasoning: Evaluating VLMs' Multimodal, Multilingual and Multidomain Reasoning Capabilities via Thinking Budget Variations and Textual Augmentation.

@inproceedings{krazheva-2025-contextdrift, author = {Vasilena T. Krazheva and Diana Markova and Dimitar Dimitrov and Ivan Koychev and Preslav Nakov}, editor = {Guglielmo Faggioli and Nicola Ferro and Paolo Rosso and Damiano Spina}, title = {{ContextDrift at ImageCLEF 2025 Multimodal Reasoning: Evaluating VLMs' Multimodal, Multilingual and Multidomain Reasoning Capabilities via Thinking Budget Variations and Textual Augmentation}}, booktitle = {{Working Notes of the Conference and Labs of the Evaluation Forum, CLEF 2025, Madrid, Spain, 9-12 September 2025}}, series = {CEUR Workshop Proceedings}, volume = {4038}, pages = {2486--2499}, publisher = {CEUR-WS.org}, year = {2025}, url = {https://ceur-ws.org/Vol-4038/paper_194.pdf} }