Papers by ZhiChao Lin
Visual Spatial Description: Controlled Spatial-Oriented Image-to-Text Generation (2022.emnlp-main)
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| Challenge: | Image-to-text tasks such as captioning and controllable image descriptions have received extensive attention for decades. |
| Approach: | They propose a new perspective for image-to-text to generate spatial descriptions by combining two objects in an image. |
| Outcome: | The proposed model is awe-inspiring and human-like, and the proposed end-to-end architecture is the better choice for their integration. |
A Graph-Based Neural Model for End-to-End Frame Semantic Parsing (2021.emnlp-main)
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| Challenge: | Existing studies focus on frame semantic parsing as a graph construction problem. |
| Approach: | They propose an end-to-end neural model to tackle frame semantic parsing jointly. |
| Outcome: | The proposed model is highly competitive and performs better than pipeline models on two benchmark datasets. |
A Span-Based Model for Joint Overlapped and Discontinuous Named Entity Recognition (2021.acl-long)
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| Challenge: | Existing models for named entity recognition (NER) focus on overlapped or discontinuous entities. |
| Approach: | They propose a span-based named entity recognition model that can recognize both overlapped and discontinuous entities jointly. |
| Outcome: | The proposed model can recognize overlapped and discontinuous entities jointly. |