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, Iris Liu, Ben Zhou, Haoyang Wen, Manling Li, Darryl Hannan, Jie Lei, Hyounghun Kim, Rotem Dror, Haoyu Wang, Michael Regan, Qi Zeng, Qing Lyu, Charles Yu, Carl Edwards, Xiaomeng Jin, Yizhu Jiao, Ghazaleh Kazeminejad, Zhenhailong Wang, Chris Callison-Burch, Mohit Bansal, Carl Vondrick, Jiawei Han, Dan Roth, Shih-Fu Chang, Martha Palmer, Heng Ji
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.- Anthology ID:
- 2022.naacl-demo.7
- Volume:
- Proceedings of the 2022 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies: System Demonstrations
- Month:
- July
- Year:
- 2022
- Address:
- Hybrid: Seattle, Washington + Online
- Editors:
- Hannaneh Hajishirzi, Qiang Ning, Avi Sil
- Venue:
- NAACL
- SIG:
- Publisher:
- Association for Computational Linguistics
- Note:
- Pages:
- 54–63
- Language:
- URL:
- https://aclanthology.org/2022.naacl-demo.7
- DOI:
- 10.18653/v1/2022.naacl-demo.7
- Bibkey:
- Cite (ACL):
- Xinya Du, Zixuan Zhang, Sha Li, Pengfei Yu, Hongwei Wang, Tuan Lai, Xudong Lin, Ziqi Wang, Iris Liu, Ben Zhou, Haoyang Wen, Manling Li, Darryl Hannan, Jie Lei, Hyounghun Kim, Rotem Dror, Haoyu Wang, Michael Regan, Qi Zeng, et al.. 2022. RESIN-11: Schema-guided Event Prediction for 11 Newsworthy Scenarios. In Proceedings of the 2022 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies: System Demonstrations, pages 54–63, Hybrid: Seattle, Washington + Online. Association for Computational Linguistics.
- Cite (Informal):
- RESIN-11: Schema-guided Event Prediction for 11 Newsworthy Scenarios (Du et al., NAACL 2022)
- Copy Citation:
- PDF:
- https://aclanthology.org/2022.naacl-demo.7.pdf
- Code
- resin-kairos/resin-11
- Data
- M2E2
Export citation
@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",
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 (\url{https://github.com/RESIN-KAIROS/RESIN-11}). We also include a video demonstrating the system.",
}
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%0 Conference Proceedings %T RESIN-11: Schema-guided Event Prediction for 11 Newsworthy Scenarios %A Du, Xinya %A Zhang, Zixuan %A Li, Sha %A Yu, Pengfei %A Wang, Hongwei %A Lai, Tuan %A Lin, Xudong %A Wang, Ziqi %A Liu, Iris %A Zhou, Ben %A Wen, Haoyang %A Li, Manling %A Hannan, Darryl %A Lei, Jie %A Kim, Hyounghun %A Dror, Rotem %A Wang, Haoyu %A Regan, Michael %A Zeng, Qi %A Lyu, Qing %A Yu, Charles %A Edwards, Carl %A Jin, Xiaomeng %A Jiao, Yizhu %A Kazeminejad, Ghazaleh %A Wang, Zhenhailong %A Callison-Burch, Chris %A Bansal, Mohit %A Vondrick, Carl %A Han, Jiawei %A Roth, Dan %A Chang, Shih-Fu %A Palmer, Martha %A Ji, Heng %Y Hajishirzi, Hannaneh %Y Ning, Qiang %Y Sil, Avi %S Proceedings of the 2022 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies: System Demonstrations %D 2022 %8 July %I Association for Computational Linguistics %C Hybrid: Seattle, Washington + Online %F du-etal-2022-resin %X 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. %R 10.18653/v1/2022.naacl-demo.7 %U https://aclanthology.org/2022.naacl-demo.7 %U https://doi.org/10.18653/v1/2022.naacl-demo.7 %P 54-63
Markdown (Informal)
[RESIN-11: Schema-guided Event Prediction for 11 Newsworthy Scenarios](https://aclanthology.org/2022.naacl-demo.7) (Du et al., NAACL 2022)
- RESIN-11: Schema-guided Event Prediction for 11 Newsworthy Scenarios (Du et al., NAACL 2022)
ACL
- Xinya Du, Zixuan Zhang, Sha Li, Pengfei Yu, Hongwei Wang, Tuan Lai, Xudong Lin, Ziqi Wang, Iris Liu, Ben Zhou, Haoyang Wen, Manling Li, Darryl Hannan, Jie Lei, Hyounghun Kim, Rotem Dror, Haoyu Wang, Michael Regan, Qi Zeng, et al.. 2022. RESIN-11: Schema-guided Event Prediction for 11 Newsworthy Scenarios. In Proceedings of the 2022 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies: System Demonstrations, pages 54–63, Hybrid: Seattle, Washington + Online. Association for Computational Linguistics.