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1
StructuralLM: Structural Pre-training for Form Understanding ...
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Addressing Semantic Drift in Generative Question Answering with Auxiliary Extraction ...
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3
E2E-VLP: End-to-End Vision-Language Pre-training Enhanced by Visual Learning ...
Abstract: Read paper: https://www.aclanthology.org/2021.acl-long.42 Abstract: Vision-language pre-training (VLP) on large-scale image-text pairs has achieved huge success for the cross-modal downstream tasks. The most existing pre-training methods mainly adopt a two-step training procedure, which firstly employs a pre-trained object detector to extract region-based visual features, then concatenates the image representation and text embedding as the input of Transformer to train. However, these methods face problems of using task-specific visual representation of the specific object detector for generic cross-modal understanding, and the computation inefficiency of two-stage pipeline. In this paper, we propose the first end-to-end vision-language pre-trained model for both V+L understanding and generation, namely E2E-VLP, where we build a unified Transformer framework to jointly learn visual representation, and semantic alignments between image and text. We incorporate the tasks of object detection and image ...
Keyword: Computational Linguistics; Condensed Matter Physics; Deep Learning; Electromagnetism; FOS Physical sciences; Information and Knowledge Engineering; Neural Network; Semantics
URL: https://underline.io/lecture/25397-e2e-vlp-end-to-end-vision-language-pre-training-enhanced-by-visual-learning
https://dx.doi.org/10.48448/4a84-5s44
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VECO: Variable and Flexible Cross-lingual Pre-training for Language Understanding and Generation ...
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5
VECO: Variable and Flexible Cross-lingual Pre-training for Language Understanding and Generation ...
Luo, Fuli; Wang, Wei; Liu, Jiahao. - : arXiv, 2020
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