Papers with graph neural network architectures
Graph-based Multilingual Product Retrieval in E-Commerce Search (2021.naacl-industry)
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| Challenge: | Modern e-commerce search systems require product retrieval under multilingual scenarios. |
| Approach: | They propose a universal multilingual retrieval system that captures interactions between search queries and items in e-commerce search. |
| Outcome: | The proposed system outperforms state-of-the-art retrieval models on five countries and has been deployed in production for multiple countries. |
Complexity-Guided Curriculum Learning for Text Graphs (2023.findings-emnlp)
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| Challenge: | Curriculum learning is a systematic approach to training that refines training progressively and tailors training to task requirements. |
| Approach: | They propose a curriculum learning approach that employs "spaced repetition" and complexity formalisms to guide the training process. |
| Outcome: | The proposed model gains more and uses less data, and the best curricula are equally effective. |