Papers by Weixiao Zhou

2 papers
Multi-Stage Pre-training Enhanced by ChatGPT for Multi-Scenario Multi-Domain Dialogue Summarization (2023.findings-emnlp)

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Challenge: Existing methods for dialogue summarization only apply to specific scenarios and domains.
Approach: They propose a pre-trained model specifically designed for multi-scenario multi-domain dialogue summarization.
Outcome: The proposed model significantly outperforms state-of-the-art models on three dialogue summarization datasets from different scenarios and domains.
XFormParser: A Simple and Effective Multimodal Multilingual Semi-structured Form Parser (2025.coling-main)

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Challenge: Document AI parsing semi-structured image form is a key information extraction task.
Approach: They propose a multimodal and multilingual semi-structured FORM PARSER which integrates SER and relation extraction into a unified framework.
Outcome: The proposed framework achieves up to 1.79% improvement on RE tasks in multilingual and zero-shot settings.

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