{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,1,29]],"date-time":"2026-01-29T00:19:27Z","timestamp":1769645967654,"version":"3.49.0"},"publisher-location":"Singapore","reference-count":13,"publisher":"Springer Nature Singapore","isbn-type":[{"value":"9789819530601","type":"print"},{"value":"9789819530618","type":"electronic"}],"license":[{"start":{"date-parts":[[2025,11,13]],"date-time":"2025-11-13T00:00:00Z","timestamp":1762992000000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2025,11,13]],"date-time":"2025-11-13T00:00:00Z","timestamp":1762992000000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2026]]},"DOI":"10.1007\/978-981-95-3061-8_28","type":"book-chapter","created":{"date-parts":[[2025,11,12]],"date-time":"2025-11-12T05:02:43Z","timestamp":1762923763000},"page":"266-273","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":0,"title":["GeoER: A Challenging Benchmark for\u00a0Geometric Element Recognition"],"prefix":"10.1007","author":[{"given":"Jiamin","family":"Tang","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Chao","family":"Zhang","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Xudong","family":"Zhu","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Mengchi","family":"Liu","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2025,11,13]]},"reference":[{"key":"28_CR1","unstructured":"Young, A., et al.: Yi: open foundation models by 01.AI (2024)"},{"key":"28_CR2","unstructured":"Anthropic: Claude 3.5 Sonnet (2024). https:\/\/www.anthropic.com\/news\/claude-3-5-sonnet"},{"key":"28_CR3","unstructured":"Bai, J., et al.: Qwen-VL: a frontier large vision-language model with versatile abilities. CoRR abs\/2308.12966 (2023)"},{"key":"28_CR4","unstructured":"Gu, J. (ed.): Geometry Problems for Math Competitions. Independently Published (2021)"},{"key":"28_CR5","unstructured":"Kojima, T., Gu, S.S., Reid, M., Matsuo, Y., Iwasawa, Y.: Large language models are zero-shot reasoners. In: Advances in Neural Information Processing Systems 35: Annual Conference on Neural Information Processing Systems 2022, NeurIPS 2022, New Orleans, LA, USA, 28 November\u20139 December 2022 (2022). http:\/\/papers.nips.cc\/paper_files\/paper\/2022\/hash\/8bb0d291acd4acf06ef112099c16f326-Abstract-Conference.html"},{"key":"28_CR6","unstructured":"Lu, P., et al.: MathVista: evaluating mathematical reasoning of foundation models in visual contexts. In: The Twelfth International Conference on Learning Representations, ICLR 2024, Vienna, Austria, 7\u201311 May 2024 (2024)"},{"key":"28_CR7","unstructured":"OpenAI: GPT-4o system card. Technical report, OpenAI (2024). https:\/\/cdn.openai.com\/gpt-4o-system-card.pdf"},{"key":"28_CR8","unstructured":"Team, G., et\u00a0al.: Gemini 1.5: unlocking multimodal understanding across millions of tokens of context (2024). https:\/\/arxiv.org\/abs\/2403.05530"},{"key":"28_CR9","unstructured":"OpenGVLab Team: InternVL2 (2024). https:\/\/internvl.github.io\/blog\/2024-07-02-InternVL-2.0\/"},{"key":"28_CR10","unstructured":"Wang, J., Ming, Y., Shi, Z., Vineet, V., Wang, X., Joshi, N.: Is a picture worth a thousand words? Delving into spatial reasoning for vision language models. arXiv preprint arXiv:2406.14852 (2024)"},{"key":"28_CR11","unstructured":"Wang, K., Pan, J., Shi, W., Lu, Z., Zhan, M., Li, H.: Measuring multimodal mathematical reasoning with math-vision dataset (2024)"},{"key":"28_CR12","doi-asserted-by":"crossref","unstructured":"Zhang, J., Li, Z., Zhang, M., Yin, F., Liu, C., Moshfeghi, Y.: GeoEval: benchmark for evaluating LLMs and multi-modal models on geometry problem-solving (2024)","DOI":"10.18653\/v1\/2024.findings-acl.73"},{"key":"28_CR13","doi-asserted-by":"publisher","unstructured":"Zhang, R., et al.: MathVerse: does your multi-modal LLM truly see the diagrams in visual math problems? (2024). https:\/\/doi.org\/10.48550\/ARXIV.2403.14624","DOI":"10.48550\/ARXIV.2403.14624"}],"container-title":["Lecture Notes in Computer Science","Knowledge Science, Engineering and Management"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/978-981-95-3061-8_28","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,1,28]],"date-time":"2026-01-28T12:14:25Z","timestamp":1769602465000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/978-981-95-3061-8_28"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025,11,13]]},"ISBN":["9789819530601","9789819530618"],"references-count":13,"URL":"https:\/\/doi.org\/10.1007\/978-981-95-3061-8_28","relation":{},"ISSN":["0302-9743","1611-3349"],"issn-type":[{"value":"0302-9743","type":"print"},{"value":"1611-3349","type":"electronic"}],"subject":[],"published":{"date-parts":[[2025,11,13]]},"assertion":[{"value":"13 November 2025","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}},{"value":"KSEM","order":1,"name":"conference_acronym","label":"Conference Acronym","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"International Conference on Knowledge Science, Engineering and Management","order":2,"name":"conference_name","label":"Conference Name","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Macao","order":3,"name":"conference_city","label":"Conference City","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"China","order":4,"name":"conference_country","label":"Conference Country","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"2025","order":5,"name":"conference_year","label":"Conference Year","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"4 August 2025","order":7,"name":"conference_start_date","label":"Conference Start Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"7 August 2025","order":8,"name":"conference_end_date","label":"Conference End Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"18","order":9,"name":"conference_number","label":"Conference Number","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"ksem2025","order":10,"name":"conference_id","label":"Conference ID","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"https:\/\/ksem2025.scimeeting.cn\/en\/web\/index\/27434","order":11,"name":"conference_url","label":"Conference URL","group":{"name":"ConferenceInfo","label":"Conference Information"}}]}}