no code implementations • 2 May 2023 • Yichuan Li, Jialong Han, Kyumin Lee, Chengyuan Ma, Benjamin Yao, Derek Liu
In recent years, Pre-trained Language Models (PLMs) have shown their superiority by pre-training on unstructured text corpus and then fine-tuning on downstream tasks.
no code implementations • ACL 2021 • Zhengbao Jiang, Jialong Han, Bunyamin Sisman, Xin Luna Dong
We propose a two-stage Collective Relation Integration (CoRI) model, where the first stage independently makes candidate predictions, and the second stage employs a collective model that accesses all candidate predictions to make globally coherent predictions.
1 code implementation • EMNLP 2020 • Changlong Yu, Jialong Han, Peifeng Wang, Yangqiu Song, Hongming Zhang, Wilfred Ng, Shuming Shi
We also demonstrate that distributional methods are ideal to make up for pattern-based ones in such cases.
no code implementations • ACL 2020 • Changlong Yu, Jialong Han, Haisong Zhang, Wilfred Ng
Hypernymy detection, a. k. a, lexical entailment, is a fundamental sub-task of many natural language understanding tasks.
no code implementations • 31 Dec 2019 • Jialong Han, Aixin Sun, Haisong Zhang, Chenliang Li, Shuming Shi
In this study, we demonstrate that annotations for this task can be harvested at scale from existing corpora, in a fully automatic manner.
1 code implementation • ACL 2020 • Yu Duan, Canwen Xu, Jiaxin Pei, Jialong Han, Chenliang Li
Conditional Text Generation has drawn much attention as a topic of Natural Language Generation (NLG) which provides the possibility for humans to control the properties of generated contents.
1 code implementation • 28 Aug 2019 • Canwen Xu, Feiyang Wang, Jialong Han, Chenliang Li
Identifying the named entities mentioned in text would enrich many semantic applications at the downstream level.
Chinese Named Entity Recognition named-entity-recognition +2
1 code implementation • 4 Nov 2018 • Peifeng Wang, Jialong Han, Chenliang Li, Rong pan
Recent efforts on this issue suggest training a neighborhood aggregator in conjunction with the conventional entity and relation embeddings, which may help embed new entities inductively via their existing neighbors.
1 code implementation • EMNLP 2018 • Dingmin Wang, Yan Song, Jing Li, Jialong Han, Haisong Zhang
Chinese spelling check (CSC) is a challenging yet meaningful task, which not only serves as a preprocessing in many natural language processing(NLP) applications, but also facilitates reading and understanding of running texts in peoples{'} daily lives.
no code implementations • WS 2018 • Miaofeng Liu, Jialong Han, Haisong Zhang, Yan Song
With the development of medical information management, numerous medical data are being classified, indexed, and searched in various systems.
1 code implementation • ACL 2018 • Jialong Han, Yan Song, Wayne Xin Zhao, Shuming Shi, Haisong Zhang
Hypertext documents, such as web pages and academic papers, are of great importance in delivering information in our daily life.
no code implementations • 4 Feb 2018 • Minh C. Phan, Aixin Sun, Yi Tay, Jialong Han, Chenliang Li
For the first time, we show that the semantic relationships between the mentioned entities are in fact less dense than expected.
1 code implementation • The Web Conference (WWW) 2018 • Yequan Wang, Aixin Sun, Jialong Han, Ying Liu, Xiaoyan Zhu
Based on capsule representation, the probability module computes the capsule’s state probability.
Ranked #6 on Sentiment Analysis on MR
no code implementations • 9 May 2017 • Xin Zheng, Jialong Han, Aixin Sun
Specifically, we concentrate on the prediction of user home locations, tweet locations, and mentioned locations.