activity
20202023
most citedLOREN: Logic-Regularized Reasoning for Interpretable Fact Verification

32 citations · 48 across the 9 of their papers we have counts for

collaborators

9 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.CL2023★ 3 cited

ANALOGYKB: Unlocking Analogical Reasoning of Language Models with A Million-scale Knowledge Base

Siyu Yuan, Jiangjie Chen, Changzhi Sun +3

Analogical reasoning is a fundamental cognitive ability of humans. However, current language models (LMs) still struggle to achieve human-like performance in analogical reasoning t…

cs.CL2022★ 1 cited

Converge to the Truth: Factual Error Correction via Iterative Constrained Editing

Jiangjie Chen, Rui Xu, Wenxuan Zeng +3

Given a possibly false claim sentence, how can we automatically correct it with minimal editing? Existing methods either require a large number of pairs of false and corrected clai…

cs.CL2022★ 9 cited

E-KAR: A Benchmark for Rationalizing Natural Language Analogical Reasoning

Jiangjie Chen, Rui Xu, Ziquan Fu +7

The ability to recognize analogies is fundamental to human cognition. Existing benchmarks to test word analogy do not reveal the underneath process of analogical reasoning of neura…

cs.CL2021

Learning Logic Rules for Document-level Relation Extraction

Dongyu Ru, Changzhi Sun, Jiangtao Feng +5

Document-level relation extraction aims to identify relations between entities in a whole document. Prior efforts to capture long-range dependencies have relied heavily on implicit…

physics.chem-ph2021

Energy absorbency and phase stability during NaCl solution icing

Yanjun Shen, Xin Wei, Yongzhi Wang +3

NaCl solvation turns the fS portion molecules into the hydrating supersolid phase by ionic polarization and leaves the rest fO portion ordinary. Polarization shortens and stiffens…

cs.CL2021

UniRE: A Unified Label Space for Entity Relation Extraction

Yijun Wang, Changzhi Sun, Yuanbin Wu +3

Many joint entity relation extraction models setup two separated label spaces for the two sub-tasks (i.e., entity detection and relation classification). We argue that this setting…

cs.CL2021

Probabilistic Graph Reasoning for Natural Proof Generation

Changzhi Sun, Xinbo Zhang, Jiangjie Chen +5

In this paper, we investigate the problem of reasoning over natural language statements. Prior neural based approaches do not explicitly consider the inter-dependency among answers…

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…