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

Xinya Du; Zixuan Zhang; Sha Li; Ziqi Wang; Pengfei Yu; Hongwei Wang; Tuan Manh Lai; Xudong Lin; 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; Carl Vondrick; Mohit Bansal; Dan Roth; Jiawei Han; Shih Fu Chang; Martha Palmer; Heng Ji

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

Xinya Du, Zixuan Zhang, Sha Li, Ziqi Wang, Pengfei Yu, Hongwei Wang, Tuan Manh Lai, Xudong Lin, Iris Liu, Ben Zhou, Haoyang Wen, Manling Li, Darryl Hannan, Jie Lei, Hyounghun Kim, Rotem Dror, Haoyu Wang, Michael Regan, Qi Zeng, Qing LyuCharles Yu, Carl Edwards, Xiaomeng Jin, Yizhu Jiao, Ghazaleh Kazeminejad, Zhenhailong Wang, Chris Callison-Burch, Carl Vondrick, Mohit Bansal, Dan Roth, Jiawei Han, Shih Fu Chang, Martha Palmer, Heng Ji

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

Abstract

We introduce RESIN-11, a new schema-guided event extraction and prediction system 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 learning-based techniques. (2) a schema matching and schema-guided event prediction system based on our curated schema library. We build a demo website based on our dockerized system and schema library publicly available for installation. We also include a video demonstrating the system.

Original language	English (US)
Title of host publication	NAACL 2022 - 2022 Conference of the North American Chapter of the Association for Computational Linguistics
Subtitle of host publication	Human Language Technologies, Proceedings of the Demonstrations Session
Publisher	Association for Computational Linguistics (ACL)
Pages	54-63
Number of pages	10
ISBN (Electronic)	9781955917742
State	Published - 2022
Event	2022 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies, NAACL 2022 - Seattle, United States Duration: Jul 10 2022 → Jul 15 2022

Publication series

Name	NAACL 2022 - 2022 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies, Proceedings of the Demonstrations Session

Conference

Conference	2022 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies, NAACL 2022
Country/Territory	United States
City	Seattle
Period	7/10/22 → 7/15/22

ASJC Scopus subject areas

Computer Networks and Communications
Hardware and Architecture
Information Systems
Software

Library availability

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Du, X., Zhang, Z., Li, S., Wang, Z., Yu, P., Wang, H., Lai, T. M., Lin, X., Liu, I., Zhou, B., Wen, H., Li, M., Hannan, D., Lei, J., Kim, H., Dror, R., Wang, H., Regan, M., Zeng, Q., ... Ji, H. (2022). RESIN-11: Schema-guided Event Prediction for 11 Newsworthy Scenarios. In NAACL 2022 - 2022 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies, Proceedings of the Demonstrations Session (pp. 54-63). (NAACL 2022 - 2022 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies, Proceedings of the Demonstrations Session). Association for Computational Linguistics (ACL).

RESIN-11: Schema-guided Event Prediction for 11 Newsworthy Scenarios. / Du, Xinya; Zhang, Zixuan; Li, Sha et al.
NAACL 2022 - 2022 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies, Proceedings of the Demonstrations Session. Association for Computational Linguistics (ACL), 2022. p. 54-63 (NAACL 2022 - 2022 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies, Proceedings of the Demonstrations Session).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

Du, X, Zhang, Z, Li, S, Wang, Z, Yu, P, Wang, H, Lai, TM, Lin, X, Liu, I, Zhou, B, Wen, H, Li, M, Hannan, D, Lei, J, Kim, H, Dror, R, Wang, H, Regan, M, Zeng, Q, Lyu, Q, Yu, C, Edwards, C, Jin, X, Jiao, Y, Kazeminejad, G, Wang, Z, Callison-Burch, C, Vondrick, C, Bansal, M, Roth, D, Han, J, Chang, SF, Palmer, M & Ji, H 2022, RESIN-11: Schema-guided Event Prediction for 11 Newsworthy Scenarios. in NAACL 2022 - 2022 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies, Proceedings of the Demonstrations Session. NAACL 2022 - 2022 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies, Proceedings of the Demonstrations Session, Association for Computational Linguistics (ACL), pp. 54-63, 2022 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies, NAACL 2022, Seattle, United States, 7/10/22.

Du X, Zhang Z, Li S, Wang Z, Yu P, Wang H et al. RESIN-11: Schema-guided Event Prediction for 11 Newsworthy Scenarios. In NAACL 2022 - 2022 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies, Proceedings of the Demonstrations Session. Association for Computational Linguistics (ACL). 2022. p. 54-63. (NAACL 2022 - 2022 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies, Proceedings of the Demonstrations Session).

Du, Xinya ; Zhang, Zixuan ; Li, Sha et al. / RESIN-11 : Schema-guided Event Prediction for 11 Newsworthy Scenarios. NAACL 2022 - 2022 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies, Proceedings of the Demonstrations Session. Association for Computational Linguistics (ACL), 2022. pp. 54-63 (NAACL 2022 - 2022 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies, Proceedings of the Demonstrations Session).

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abstract = "We introduce RESIN-11, a new schema-guided event extraction and prediction system 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 learning-based techniques. (2) a schema matching and schema-guided event prediction system based on our curated schema library. We build a demo website based on our dockerized system and schema library publicly available for installation. We also include a video demonstrating the system.",

author = "Xinya Du and Zixuan Zhang and Sha Li and Ziqi Wang and Pengfei Yu and Hongwei Wang and Lai, {Tuan Manh} and Xudong Lin and Iris Liu and Ben Zhou and Haoyang Wen and Manling Li and Darryl Hannan and Jie Lei and Hyounghun Kim and Rotem Dror and Haoyu Wang and Michael Regan and Qi Zeng and Qing Lyu and Charles Yu and Carl Edwards and Xiaomeng Jin and Yizhu Jiao and Ghazaleh Kazeminejad and Zhenhailong Wang and Chris Callison-Burch and Carl Vondrick and Mohit Bansal and Dan Roth and Jiawei Han and Chang, {Shih Fu} and Martha Palmer and Heng Ji",

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AU - Wang, Ziqi

AU - Yu, Pengfei

AU - Wang, Hongwei

AU - Lai, Tuan Manh

AU - Lin, Xudong

AU - Liu, Iris

AU - Zhou, Ben

AU - Wen, Haoyang

AU - Li, Manling

AU - Hannan, Darryl

AU - Lei, Jie

AU - Kim, Hyounghun

AU - Dror, Rotem

AU - Wang, Haoyu

AU - Regan, Michael

AU - Zeng, Qi

AU - Lyu, Qing

AU - Yu, Charles

AU - Edwards, Carl

AU - Jin, Xiaomeng

AU - Jiao, Yizhu

AU - Kazeminejad, Ghazaleh

AU - Wang, Zhenhailong

AU - Callison-Burch, Chris

AU - Vondrick, Carl

AU - Bansal, Mohit

AU - Roth, Dan

AU - Han, Jiawei

AU - Chang, Shih Fu

AU - Palmer, Martha

AU - Ji, Heng

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ER -

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

Abstract

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