NAACL 2022system demonstrations40 citations

RESIN-11: Schema-guided Event Prediction for 11 Newsworthy Scenarios

Xinya Du, Zixuan Zhang, Sha Li, Pengfei Yu, Hongwei Wang, Tuan Lai, Xudong Lin, Ziqi Wang

Abstract

We introduce RESIN-11, a new schema-guided event extraction&prediction framework that can be applied to a large variety of newsworthy scenarios. The framework consists of two parts: (1) an open-domain end-to-end multimedia multilingual information extraction system with weak-supervision and zero-shot learningbased techniques. (2) schema matching and schema-guided event prediction based on our curated schema library. We build a demo website based on our dockerized system and schema library publicly available for installation (https://github.com/RESIN-KAIROS/RESIN-11). We also include a video demonstrating the system.

BibTeX
@inproceedings{du-etal-2022-resin,
    title = "{RESIN}-11: Schema-guided Event Prediction for 11 Newsworthy Scenarios",
    author = "Du, Xinya  and
      Zhang, Zixuan  and
      Li, Sha  and
      Yu, Pengfei  and
      Wang, Hongwei  and
      Lai, Tuan  and
      Lin, Xudong  and
      Wang, Ziqi  and
      Liu, Iris  and
      Zhou, Ben  and
      Wen, Haoyang  and
      Li, Manling  and
      Hannan, Darryl  and
      Lei, Jie  and
      Kim, Hyounghun  and
      Dror, Rotem  and
      Wang, Haoyu  and
      Regan, Michael  and
      Zeng, Qi  and
      Lyu, Qing  and
      Yu, Charles  and
      Edwards, Carl  and
      Jin, Xiaomeng  and
      Jiao, Yizhu  and
      Kazeminejad, Ghazaleh  and
      Wang, Zhenhailong  and
      Callison-Burch, Chris  and
      Bansal, Mohit  and
      Vondrick, Carl  and
      Han, Jiawei  and
      Roth, Dan  and
      Chang, Shih-Fu  and
      Palmer, Martha  and
      Ji, Heng",
    editor = "Hajishirzi, Hannaneh  and
      Ning, Qiang  and
      Sil, Avi",
    booktitle = "Proceedings of the 2022 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies: System Demonstrations",
    month = jul,
    year = "2022",
    address = "Hybrid: Seattle, Washington + Online",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2022.naacl-demo.7/",
    doi = "10.18653/v1/2022.naacl-demo.7",
    pages = "54--63"
}
RESIN-11: Schema-guided Event Prediction for 11 Newsworthy Scenarios · NAACL 2022