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Collections of resources from Joint Laboratory of HIT and iFLYTEK Research (HFL).

• Pre-trained Language Model
• Dataset
• Toolkit
• Demo
• Evaluation Campaign
• Paper

Pre-trained Language Model

Name	Description
VLE	Multimodal Vision-Language Encoder
MiniRBT	Chinese MiniRBT models (a series of small pre-trained models)
LERT	Chinese LERT models (small-level, base-level, large-level)
PERT	Chinese and English PERT models (base-level, large-level)
Chinese-MobileBERT	Chinese MobileBERT (base-level, large-level) (archival purpose only)
CINO	Pre-trained Language Models for Chinese Minority Languages
MacBERT	Chinese pre-trained MacBERT models (MacBERT-base, MacBERT-large)
CharBERT	English pre-trained CharBERT models
Chinese-ELECTRA	Chinese pre-trained ELECTRA models (ELECTRA-base, ELECTRA-small) with code supports for six tasks: CMRC 2018, DRCD, XNLI, ChnSentiCorp, LCQMC, BQCorpus
Chinese-XLNet	Chinese pre-trained XLNet models: XLNet-mid, XLNet-base
Chinese-BERT-wwm	Chinese BERT with Whole Word Masking (wwm), including BERT-wwm, BERT-wwm-ext, RoBERTa-wwm-ext, RoBERTa-wwm-ext-large, RBT3, RBTL3

Dataset

Name	Type	Paper
CCTC	Text Correction	Wang et al., 2022
CTC 2021	Text Correction	Wang et al., 2022
ExpMRC	Reading Comprehension	Cui et al., 2021
AdvRACE	Reading Comprehension	Si et al., 2020
CMRC 2019	Reading Comprehension	Cui et al., 2020
CJRC	Reading Comprehension	Duan et al., 2019
CMRC 2018	Reading Comprehension	Cui et al., 2019
CMRC 2017	Reading Comprehension	Cui et al., 2018
PD&CFT	Reading Comprehension	Cui et al., 2016

Toolkit

Name	Description	Paper
TextPruner	Model Pruning for NLP	Yang et al., 2022
TextBrewer	Knowledge Distillation for NLP	Yang et al., 2020

System Demonstration

Name	Description	Paper
IFlyEA	A Chinese Essay Assessment System with Automated Rating, Review Generation, and Recommendation	Gong et al., 2021
iFLYChecker	A Chinese Grammar Checking System	-
IFlyLegal	A Chinese Legal System for Consultation & Law Searching	Wang et al., 2019

Evaluation Campaign

Name	Description	Live Leaderboard
CMRC 2022	Explainable Reading Comprehension	✅
CTC 2021	Chinese Text Correction	✅
CAIL 2020	Judiciary Reading Comprehension	❌
CMRC 2019	Sentence Cloze Reading Comprehension	✅
CAIL 2019	Judiciary Reading Comprehension	❌
CMRC 2018	Span-Extraction Reading Comprehension	✅
CMRC 2017	Cloze-style Reading Comprehension	❌

Paper

Year	Paper	Author List	Published in	Note
2022	Visualizing Attention Zones in Machine Reading Comprehension Models	Yiming Cui, Wei-Nan Zhang, Ting Liu	STAR Protocols	GitHub
2022	Multilingual Multi-Aspect Explainability Analyses on Machine Reading Comprehension Models	Yiming Cui, Wei-Nan Zhang, Wanxiang Che, Ting Liu, Zhigang Chen, Shijin Wang	iScience	GitHub
2021	ExpMRC: Explainability Evaluation for Machine Reading Comprehension	Yiming Cui, Ting Liu, Wanxiang Che, Zhigang Chen, Shijin Wang	Heliyon	GitHub
2022	Teaching Machines to Read, Answer and Explain	Yiming Cui, Ting Liu, Wanxiang Che, Zhigang Chen, Shijin Wang	IEEE/ACM TASLP
2022	PERT: Pre-training BERT with Permuted Language Model	Yiming Cui, Ziqing Yang, Ting Liu		GitHub
2022	A Static and Dynamic Attention Framework for Multi Turn Dialogue Generation	Wei-Nan Zhang, Yiming Cui, Kaiyan Zhang, Yifa Wang, Qingfu Zhu, Lingzhi Li, Ting Liu	ACM TOIS
2022	Cross-Lingual Text Classification with Multilingual Distillation and Zero-Shot-Aware Training	Ziqing Yang, Yiming Cui, Zhigang Chen, Shijin Wang
2022	CINO: A Chinese Minority Pre-trained Language Model	Ziqing Yang, Zihang Xu, Yiming Cui, Baoxin Wang, Min Lin, Dayong Wu, Zhigang Chen	GitHub
2022	HFL at SemEval-2022 Task 8: A Linguistics-inspired Regression Model with Data Augmentation for Multilingual News Similarity	Zihang Xu, Ziqing Yang, Yiming Cui, Zhigang Chen	SemEval 2022	GitHub
2022	HIT at SemEval-2022 Task 2: Pre-trained Language Model for Idioms Detection	Zheng Chu, Ziqing Yang, Yiming Cui, Zhigang Chen, Ming Liu	SemEval 2022
2022	TextPruner: A Model Pruning Toolkit for Pre-trained Language Models	Ziqing Yang, Yiming Cui, Zhigang Chen	ACL 2022 Demo	GitHub
2022	Interactive Gated Decoder for Machine Reading Comprehension	Yiming Cui, Wanxiang Che, Ziqing Yang, Ting Liu, Bing Qin, Shijin Wang, Guoping Hu	ACM TALLIP
2021	IFlyEA: A Chinese Essay Assessment System with Automated Rating, Review Generation, and Recommendation	Jiefu Gong, Xiao Hu, Wei Song, Ruiji Fu, Zhichao Sheng, Bo Zhu, Shijin Wang, Ting Liu	ACL 2021 Demo
2021	Dynamic Connected Networks for Chinese Spelling Check	Baoxin Wang, Wanxiang Che, Dayong Wu, Shijin Wang, Guoping Hu, Ting Liu	Findings of ACL 2021
2021	Various Legal Factors Extraction Based on Machine Reading Comprehension	Beichen Wang, Ziyue Wang, Baoxin Wang, Dayong Wu, Zhigang Chen, Shijin Wang, Guoping Hu	CCIR 2021
2021	利用深层语言分析改进中文作文自动评分方法	魏思，巩捷甫，宋巍，宋子尧，王士进	中文信息学报
2021	Bilingual Alignment Pre-training for Zero-shot Cross-lingual Transfer	Ziqing Yang, Wentao Ma, Yiming Cui, Jiani Ye, Wanxiang Che, Shijin Wang	MRQA 2021
2021	Adversarial Training for Machine Reading Comprehension with Virtual Embeddings	Ziqing Yang, Yiming Cui, Chenglei Si, Wanxiang Che, Ting Liu, Shijin Wang, Guoping Hu	*SEM 2021
2021	Pre-Training with Whole Word Masking for Chinese BERT	Yiming Cui, Wanxiang Che, Ting Liu, Bing Qin, Ziqing Yang	IEEE/ACM TASLP	GitHub1, GitHub2
2021	Benchmarking Robustness of Machine Reading Comprehension Models	Chenglei Si, Ziqing Yang, Yiming Cui, Wentao Ma, Ting Liu, Shijin Wang	Findings of ACL 2021	GitHub
2020	A Sentence Cloze Dataset for Chinese Machine Reading Comprehension	Yiming Cui, Ting Liu, Ziqing Yang, Zhipeng Chen, Wentao Ma, Wanxiang Che, Shijin Wang, Guoping Hu	COLING 2020	GitHub
2020	CharBERT: Character-aware Pre-trained Language Model	Wentao Ma, Yiming Cui, Chenglei Si, Ting Liu, Shijin Wang, Guoping Hu	COLING 2020	GitHub
2020	Revisiting Pre-Trained Models for Chinese Natural Language Processing	Yiming Cui, Wanxiang Che, Ting Liu, Bing Qin, Shijin Wang, Guoping Hu	Findings of EMNLP 2020	GitHub
2020	Is Graph Structure Necessary for Multi-hop Question Answering?	Nan Shao, Yiming Cui, Ting Liu, Shijin Wang, Guoping Hu	EMNLP 2020	-
2020	TextBrewer: An Open-Source Knowledge Distillation Toolkit for Natural Language Processing	Ziqing Yang, Yiming Cui, Zhipeng Chen, Wanxiang Che, Ting Liu, Shijin Wang, Guoping Hu	ACL 2020 Demo	GitHub
2020	Conversational Word Embedding for Retrieval-based Dialog System	Wentao Ma, Yiming Cui, Ting Liu, Dong Wang, Shijin Wang, Guoping Hu	ACL 2020	GitHub
2020	Discriminative Sentence Modeling for Story Ending Prediction	Yiming Cui, Wanxiang Che, Wei-Nan Zhang, Ting Liu, Shijin Wang, Guoping Hu	AAAI 2020	-
2019	Cross-Lingual Machine Reading Comprehension	Yiming Cui, Wanxiang Che, Ting Liu, Bing Qin, Shijin Wang, Guoping Hu	EMNLP 2019	GitHub
2019	A Span-Extraction Dataset for Chinese Machine Reading Comprehension	Yiming Cui, Ting Liu, Wanxiang Che, Li Xiao, Zhipeng Chen, Wentao Ma, Shijin Wang, Guoping Hu	EMNLP 2019	GitHub
2019	IFlyLegal: A Chinese Legal System for Consultation, Law Searching, and Document Analysis	Ziyue Wang, Baoxin Wang, Xingyi Duan, Dayong Wu, Shijin Wang, Guoping Hu, Ting Liu	EMNLP 2019 Demo	-
2019	TripleNet: Triple Attention Network for Multi-Turn Response Selection in Retrieval-based Chatbots	Wentao Ma, Yiming Cui, Nan Shao, Su He, Wei-Nan Zhang, Ting Liu, Shijin Wang, Guoping Hu	CoNLL 2019	GitHub
2019	Improving Machine Reading Comprehension via Adversarial Training	Ziqing Yang, Yiming Cui, Wanxiang Che, Ting Liu, Shijin Wang, Guoping Hu	-	-
2019	Contextual Recurrent Units for Cloze-style Reading Comprehension	Yiming Cui, Wei-Nan Zhang, Wanxiang Che, Ting Liu, Zhipeng Chen, Shijin Wang, Guoping Hu	-	-
2019	CJRC: A Reliable Human-Annotated Benchmark DataSet for Chinese Judicial Reading Comprehension	Xingyi Duan, Baoxin Wang, Ziyue Wang, Wentao Ma, Yiming Cui, Dayong Wu, Shijin Wang, Ting Liu, Tianxiang Huo, Zhen Hu, Heng Wang, Zhiyuan Liu	CCL 2019	GitHub
2019	Convolutional Spatial Attention Model for Reading Comprehension with Multiple-Choice Questions	Zhipeng Chen, Yiming Cui, Wentao Ma, Shijin Wang, Guoping Hu	AAAI 2019	-
2018	Disconnected Recurrent Neural Networks for Text Categorization	Baoxin Wang	ACL 2018	-
2018	HFL-RC System at SemEval-2018 Task 11: Hybrid Multi-Aspects Model for Commonsense Reading Comprehension	Zhipeng Chen, Yiming Cui*, Wentao Ma, Shijin Wang, Ting Liu, Guoping Hu	-	-
2018	Dataset for the First Evaluation on Chinese Machine Reading Comprehension	Yiming Cui, Ting Liu, Zhipeng Chen, Wentao Ma, Shijin Wang, Guoping Hu	LREC 2018	GitHub
2018	Chinese Grammatical Error Diagnosis using Statistical and Prior Knowledge driven Features with Probabilistic Ensemble Enhancement	Ruiji Fu, Zhengqi Pei, Jiefu Gong, Wei Song, Dechuan Teng, Wanxiang Che, Shijin Wang, Guoping Hu, Ting Liu	NLP-TEA@ACL 2018	-
2017	面向作文自动评分的优美句识别	付瑞吉，王栋，王士进，胡国平，刘挺	中文信息学报	-
2017	Attention-over-Attention Neural Networks for Reading Comprehension	Yiming Cui, Zhipeng Chen, Si Wei, Shijin Wang, Ting Liu, Guoping Hu	ACL 2017	-
2017	Generating and Exploiting Large-scale Pseudo Training Data for Zero Pronoun Resolution	Ting Liu, Yiming Cui, Qingyu Yin, Wei-Nan Zhang, Shijin Wang, Guoping Hu	ACL 2017	-
2016	Consensus Attention-based Neural Networks for Chinese Reading Comprehension	Yiming Cui, Ting Liu, Zhipeng Chen, Shijin Wang, Guoping Hu	COLING 2016	GitHub
2016	LSTM Neural Reordering Feature for Statistical Machine Translation	Yiming Cui, Shijin Wang, Jianfeng Li	NAACL 2016	-

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