activity
20202023
most citedSimulated annealing for optimization of graphs and sequences

33 citations · 85 across the 7 of their papers we have counts for

collaborators

7 papers

cs.CL2023★ 3 cited

HIORE: Leveraging High-order Interactions for Unified Entity Relation Extraction

Yijun Wang, Changzhi Sun, Yuanbin Wu +3

Entity relation extraction consists of two sub-tasks: entity recognition and relation extraction. Existing methods either tackle these two tasks separately or unify them with word-…

cs.CL2021★ 10 cited

Unsupervised Editing for Counterfactual Stories

Jiangjie Chen, Chun Gan, Sijie Cheng +3

Creating what-if stories requires reasoning about prior statements and possible outcomes of the changed conditions. One can easily generate coherent endings under new conditions, b…

cs.CL2021★ 1 cited

CNewSum: A Large-scale Chinese News Summarization Dataset with Human-annotated Adequacy and Deducibility Level

Danqing Wang, Jiaze Chen, Xianze Wu +2

Automatic text summarization aims to produce a brief but crucial summary for the input documents. Both extractive and abstractive methods have witnessed great success in English da…

cs.LG2021★ 33 cited

Simulated annealing for optimization of graphs and sequences

Xianggen Liu, Pengyong Li, Fandong Meng +5

Optimization of discrete structures aims at generating a new structure with the better property given an existing one, which is a fundamental problem in machine learning. Different…

cs.CL2021★ 6 cited

The Volctrans GLAT System: Non-autoregressive Translation Meets WMT21

Lihua Qian, Yi Zhou, Zaixiang Zheng +7

This paper describes the Volctrans' submission to the WMT21 news translation shared task for German->English translation. We build a parallel (i.e., non-autoregressive) translation…

cs.CL2020

Reciprocal Supervised Learning Improves Neural Machine Translation

Minkai Xu, Mingxuan Wang, Zhouhan Lin +3

Despite the recent success on image classification, self-training has only achieved limited gains on structured prediction tasks such as neural machine translation (NMT). This is m…

cs.CL2020★ 32 cited

LOREN: Logic-Regularized Reasoning for Interpretable Fact Verification

Jiangjie Chen, Qiaoben Bao, Changzhi Sun +5

Given a natural language statement, how to verify its veracity against a large-scale textual knowledge source like Wikipedia? Most existing neural models make predictions without g…