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Titlebook: CCKS 2021 - Evaluation Track; 6th China Conference Bing Qin,Haofen Wang,Jiangtao Zhang Conference proceedings 2022 Springer Nature Singapor

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A Multi-modal System for Video Semantic Understanding,. The VST model directly extracts semantic tags from text data with the combined model of ROBERTA and CRF. We implemented the system in the CCKS 2021 Task 14 and achieved an F1 score of 0.5054, ranking second among 187 teams.
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Strategies for Enhancing Generalization Ability of Communication Event Co-reference Resolution,ta input methods, data enhancement, different loss functions, adversarial learning, contrastive learning. The best data input and model training methods are finally selected. On the CCKS2021 event co-reference resolution task for communication field, the f1 value of single model reaches 0.80 in test dataset 1 and 0.89 in test dataset 2.
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Wettbewerbsvorteil Nachtexpress,in-specific knowledge graph construction for military unmanned aerial vehicles) in CCKS 2021. There are two stages in this evaluation, and our approach achieves the second place in the first stage, i.e., knowledge graph quality evaluation and the third place in the second stage, i.e., knowledge graph usage evaluation.
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