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Solving Algebra Problems with Geometry Diagrams (APGDs) is still a challenging problem because diagram processing is not studied as intensively as language processing.
Playing atari with deep reinforcement learning
Mnih, V.; Kavukcuoglu, K.; Silver, D.; Graves, A.; Antonoglou, I.; Wierstra, D.; and Riedmiller, M. 2013 · 2013
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Diagram understanding in geometry questions
Seo, M.; et al. 2014 · 2014
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Solving geometry problems: Combining text and diagram interpretation
Seo, M.; et al. 2015 · 2015
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Introducing VF3: A new algorithm for subgraph isomorphism
Carletti, V.; Foggia, P.; Saggese, A.; and Vento, M. 2017 · 2017
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Film: Visual reasoning with a general conditioning layer
Perez, E.; Strub, F.; De Vries, H.; Dumoulin, V.; and Courville, A. 2018 · 2018
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BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding
Devlin, J.; Chang, M.-W.; Lee, K.; and Toutanova, K. 2019 · 2019
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Graph transformer networks
Yun, S.; Jeong, M.; Kim, R.; Kang, J.; and Kim, H. J. 2019 · 2019
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Comparing performance of graph matching algorithms on huge graphs
Carletti, V.; Foggia, P.; Greco, A.; Saggese, A.; and Vento, M. 2020 · 2020
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BART: Denoising Sequence-to-Sequence Pre-training for Natural Language Generation, Translation, and Comprehension
Lewis, M.; Liu, Y.; Goyal, N.; Ghazvininejad, M.; Mohamed, A.; Levy, O.; Stoyanov, V.; and Zettlemoyer, L. 2020 · 2020
Earlier work this paper cites.
GeoQA: A Geometric Question Answering Benchmark Towards Multimodal Numerical Reasoning
Chen, J.; et al. 2021 · 2021
Cited alongside, same era.
Inter-GPS: Interpretable Geometry Problem Solving with Formal Language and Symbolic Reasoning
Lu, P.; Gong, R.; Jiang, S.; Qiu, L.; Huang, S.; Liang, X.; and Zhu, S.-c. 2021 · 2021
Cited alongside, same era.
A Paradigm of Diagram Understanding in Problem Solving
Xia, J.; and Yu, X. 2021 · 2021
Cited alongside, same era.
UniGeo: Unifying Geometry Logical Reasoning via Reformulating Mathematical Expression
Chen, J.; et al. 2022 · 2022
Cited alongside, same era.
A Novel Geometry Problem Understanding Method based on Uniform Vectorized Syntax-Semantics Model
Huang, L.; et al. 2022 · 2022
Cited alongside, same era.
Plane Geometry Diagram Parsing
Zhang, M.; Yin, F.; Hao, Y.; and Liu, C. 2022 · 2022
Unimath: A foundational and multimodal mathematical reasoner
Liang, Z.; Yang, T.; Zhang, J.; and Zhang, X. 2023 · 2023
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Mathvista: Evaluating mathematical reasoning of foundation models in visual contexts
Lu, P.; Bansal, H.; Xia, T.; Liu, J.; Li, C.; Hajishirzi, H.; Cheng, H.; Chang, K.-W.; Galley, M.; and Gao, J. 2023 · 2023
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A symbolic characters aware model for solving geometry problems
Ning, M.; Wang, Q.-F.; Huang, K.; and Huang, X. 2023 · 2023
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Geodrl: A self-learning framework for geometry problem solving using reinforcement learning in deductive reasoning
Peng, S.; Fu, D.; Liang, Y.; Gao, L.; and Tang, Z. 2023 · 2023
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Large language models for mathematical reasoning: Progresses and challenges
Ahn, J.; Verma, R.; Lou, R.; Liu, D.; Zhang, R.; and Yin, W. 2024 · 2024
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Cited alongside, same era.
Solving Algebraic Problems with Geometry Diagrams Using Syntax-Semantics Diagram Understanding
Huang, L.; Yu, X.; Niu, L.; and Feng, Z. 2023 · 2023
Cited alongside, same era.
Geomverse: A systematic evaluation of large models for geometric reasoning
Kazemi, M.; Alvari, H.; Anand, A.; Wu, J.; Chen, X.; and Soricut, R. 2023 · 2023
Cited alongside, same era.
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Solving olympiad geometry without human demonstrations
Trinh, T. H.; Wu, Y.; Le, Q. V.; He, H.; and Luong, T. 2024 · 2024
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E-GPS: Explainable Geometry Problem Solving via Top-Down Solver and Bottom-Up Generator
Wu, W.; Zhang, L.; Liu, J.; Tang, X.; Wang, Y.; Wang, S.; and Wang, Q. 2024 · 2024
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Mathverse: Does your multi-modal llm truly see the diagrams in visual math problems?
Zhang, R.; Jiang, D.; Zhang, Y.; Lin, H.; Guo, Z.; Qiu, P.; Zhou, A.; Lu, P.; Chang, K.-W.; Gao, P.; et al. 2024 · 2024
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