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Home / Proceedings / Proceedings of the AAAI Conference on Artificial Intelligence, 35 / No. 14: AAAI-21 Technical Tracks 14

Read, Retrospect, Select: An MRC Framework to Short Text Entity Linking

February 1, 2023

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Authors

Yingjie Gu

Faculty of Electronics and Information Engineering, Xi’an Jiaotong University


Xiaoye Qu

Huawei Cloud & AI


Zhefeng Wang

Huawei Cloud & AI


Baoxing Huai

Huawei Cloud & AI


Nicholas Jing Yuan

Huawei Cloud & AI


Xiaolin Gui

Faculty of Electronics and Information Engineering, Xi’an Jiaotong University


DOI:

10.1609/aaai.v35i14.17528


Abstract:

Entity linking (EL) for the rapidly growing short text (e.g. search queries and news titles) is critical to industrial applications. Most existing approaches relying on adequate context for long text EL are not effective for the concise and sparse short text. In this paper, we propose a novel framework called Multi-turn Multiple-choice Machine reading comprehension (M3) to solve the short text EL from a new perspective: a query is generated for each ambiguous mention exploiting its surrounding context, and an option selection module is employed to identify the golden entity from candidates using the query. In this way, M3 framework sufficiently interacts limited context with candidate entities during the encoding process, as well as implicitly considers the dissimilarities inside the candidate bunch in the selection stage. In addition, we design a two-stage verifier incorporated into M3 to address the commonly existed unlinkable problem in short text. To further consider the topical coherence and interdependence among referred entities, M3 leverages a multi-turn fashion to deal with mentions in a sequence manner by retrospecting historical cues. Evaluation shows that our M3 framework achieves the state-of-the-art performance on five Chinese and English datasets for the real-world short text EL.

Topics: AAAI

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HOW TO CITE:

Yingjie Gu||Xiaoye Qu||Zhefeng Wang||Baoxing Huai||Nicholas Jing Yuan||Xiaolin Gui Read, Retrospect, Select: An MRC Framework to Short Text Entity Linking Proceedings of the AAAI Conference on Artificial Intelligence (2021) 12920-12928.

Yingjie Gu||Xiaoye Qu||Zhefeng Wang||Baoxing Huai||Nicholas Jing Yuan||Xiaolin Gui Read, Retrospect, Select: An MRC Framework to Short Text Entity Linking AAAI 2021, 12920-12928.

Yingjie Gu||Xiaoye Qu||Zhefeng Wang||Baoxing Huai||Nicholas Jing Yuan||Xiaolin Gui (2021). Read, Retrospect, Select: An MRC Framework to Short Text Entity Linking. Proceedings of the AAAI Conference on Artificial Intelligence, 12920-12928.

Yingjie Gu||Xiaoye Qu||Zhefeng Wang||Baoxing Huai||Nicholas Jing Yuan||Xiaolin Gui. Read, Retrospect, Select: An MRC Framework to Short Text Entity Linking. Proceedings of the AAAI Conference on Artificial Intelligence 2021 p.12920-12928.

Yingjie Gu||Xiaoye Qu||Zhefeng Wang||Baoxing Huai||Nicholas Jing Yuan||Xiaolin Gui. 2021. Read, Retrospect, Select: An MRC Framework to Short Text Entity Linking. "Proceedings of the AAAI Conference on Artificial Intelligence". 12920-12928.

Yingjie Gu||Xiaoye Qu||Zhefeng Wang||Baoxing Huai||Nicholas Jing Yuan||Xiaolin Gui. (2021) "Read, Retrospect, Select: An MRC Framework to Short Text Entity Linking", Proceedings of the AAAI Conference on Artificial Intelligence, p.12920-12928

Yingjie Gu||Xiaoye Qu||Zhefeng Wang||Baoxing Huai||Nicholas Jing Yuan||Xiaolin Gui, "Read, Retrospect, Select: An MRC Framework to Short Text Entity Linking", AAAI, p.12920-12928, 2021.

Yingjie Gu||Xiaoye Qu||Zhefeng Wang||Baoxing Huai||Nicholas Jing Yuan||Xiaolin Gui. "Read, Retrospect, Select: An MRC Framework to Short Text Entity Linking". Proceedings of the AAAI Conference on Artificial Intelligence, 2021, p.12920-12928.

Yingjie Gu||Xiaoye Qu||Zhefeng Wang||Baoxing Huai||Nicholas Jing Yuan||Xiaolin Gui. "Read, Retrospect, Select: An MRC Framework to Short Text Entity Linking". Proceedings of the AAAI Conference on Artificial Intelligence, (2021): 12920-12928.

Yingjie Gu||Xiaoye Qu||Zhefeng Wang||Baoxing Huai||Nicholas Jing Yuan||Xiaolin Gui. Read, Retrospect, Select: An MRC Framework to Short Text Entity Linking. AAAI[Internet]. 2021[cited 2023]; 12920-12928.


ISSN: 2374-3468


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