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Accessed: 2025-05-15."},{"key":"e_1_3_2_1_45_1","doi-asserted-by":"publisher","DOI":"10.1109\/WACV45572.2020.9093523"},{"key":"e_1_3_2_1_46_1","volume-title":"Gsm-symbolic: Understanding the limitations of mathematical reasoning in large language models. arXiv preprint arXiv:2410.05229","author":"Mirzadeh Iman","year":"2024","unstructured":"Iman Mirzadeh, Keivan Alizadeh, Hooman Shahrokhi, Oncel Tuzel, Samy Bengio, and Mehrdad Farajtabar. 2024. Gsm-symbolic: Understanding the limitations of mathematical reasoning in large language models. arXiv preprint arXiv:2410.05229 (2024)."},{"key":"e_1_3_2_1_47_1","unstructured":"Mistral AI Team. 2025. Mistral OCR. https:\/\/mistral.ai\/news\/mistral-ocr"},{"key":"e_1_3_2_1_48_1","unstructured":"OpenAI. 2025. Introducing GPT-5. https:\/\/openai.com\/index\/introducing-gpt-5\/. Accessed: 2025-09-24."},{"key":"e_1_3_2_1_49_1","unstructured":"OpenAI. 2025. 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