Papers by Jiayuan Gu
Generating Fine Details of Entity Interactions (2025.emnlp-industry)
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| Challenge: | Existing text-to-image models excel at generating high-quality object-centric images from instructions, but lack of data for complex interactions. |
| Approach: | They propose a multimodal Large Language Models-generated dataset to benchmark and enhance interaction-rich images. |
| Outcome: | The proposed approach improves image quality and automatic and human evaluations show improvements. |
Automatic Error Analysis for Document-level Information Extraction (2022.acl-long)
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| Challenge: | Document-level information extraction (IE) tasks have been revisited in earnest . evaluation of the approaches has been limited in a number of dimensions . |
| Approach: | They propose a transformation-based framework for automating error analysis in document-level event and (N-ary) relation extraction. |
| Outcome: | The proposed framework compares two state-of-the-art document-level template-filling approaches on datasets from three domains and four systems from the MUC-4 evaluation. |