activity
20132021
most citedRevisiting Pre-Trained Models for Chinese Natural Language Processing

565 citations · 3k across the 108 of their papers we have counts for

collaborators

108 papers

cs.CL2021

Allocating Large Vocabulary Capacity for Cross-lingual Language Model Pre-training

Bo Zheng, Li Dong, Shaohan Huang +5

Compared to monolingual models, cross-lingual models usually require a more expressive vocabulary to represent all languages adequately. We find that many languages are under-repre…

cs.AI2021

Logic-level Evidence Retrieval and Graph-based Verification Network for Table-based Fact Verification

Qi Shi, Yu Zhang, Qingyu Yin +1

Table-based fact verification task aims to verify whether the given statement is supported by the given semi-structured table. Symbolic reasoning with logical operations plays a cr…

cs.CL2021★ 13 cited

CausalBERT: Injecting Causal Knowledge Into Pre-trained Models with Minimal Supervision

Zhongyang Li, Xiao Ding, Kuo Liao +2

Recent work has shown success in incorporating pre-trained models like BERT to improve NLP systems. However, existing pre-trained models lack of causal knowledge which prevents tod…

cs.CL2021★ 52 cited

Guided Generation of Cause and Effect

Zhongyang Li, Xiao Ding, Ting Liu +2

We present a conditional text generation framework that posits sentential expressions of possible causes and effects. This framework depends on two novel resources we develop in th…

cs.CL2021★ 5 cited

Consistency Regularization for Cross-Lingual Fine-Tuning

Bo Zheng, Li Dong, Shaohan Huang +7

Fine-tuning pre-trained cross-lingual language models can transfer task-specific supervision from one language to the others. In this work, we propose to improve cross-lingual fine…

cs.CL2021★ 14 cited

BoB: BERT Over BERT for Training Persona-based Dialogue Models from Limited Personalized Data

Haoyu Song, Yan Wang, Kaiyan Zhang +2

Maintaining consistent personas is essential for dialogue agents. Although tremendous advancements have been brought, the limited-scale of annotated persona-dense data are still ba…