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- W4320342817 abstract "In the Natural Language for Optimization (NL4Opt) NeurIPS 2022 competition, competitors focus on improving the accessibility and usability of optimization solvers, with the aim of subtask 1: recognizing the semantic entities that correspond to the components of the optimization problem; subtask 2: generating formulations for the optimization problem. In this paper, we present the solution of our team. First, we treat subtask 1 as a named entity recognition (NER) problem with the solution pipeline including pre-processing methods, adversarial training, post-processing methods and ensemble learning. Besides, we treat subtask 2 as a generation problem with the solution pipeline including specially designed prompts, adversarial training, post-processing methods and ensemble learning. Our proposed methods have achieved the F1-score of 0.931 in subtask 1 and the accuracy of 0.867 in subtask 2, which won the fourth and third places respectively in this competition. Our code is available at https://github.com/bigdata-ustc/nl4opt." @default.
- W4320342817 created "2023-02-13" @default.
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- W4320342817 date "2023-02-09" @default.
- W4320342817 modified "2023-09-27" @default.
- W4320342817 title "A Novel Approach for Auto-Formulation of Optimization Problems" @default.
- W4320342817 doi "https://doi.org/10.48550/arxiv.2302.04643" @default.
- W4320342817 hasPublicationYear "2023" @default.
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