wangqing-hub / hfl-anthology

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

HFL Anthology

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

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

Pre-trained Language Models

Name	Description
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
CMRC 2019	Reading Comprehension	Cui et al., 2020
CJRC	Judiciary 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
TextBrewer	Knowledge Distillation for NLP	Yang et al., 2020

Demo

Name	Description	Paper
iFLYChecker	A Chinese Grammar Checking System	-
IFlyLegal	A Chinese Legal System for Consultation & Law Searching	Wang et al., 2019

Evaluation Campaign

Name	Description
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

Paper	Authors	Venue	Note
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
CharBERT: Character-aware Pre-trained Language Model	Wentao Ma, Yiming Cui, Chenglei Si, Ting Liu, Shijin Wang, Guoping Hu	COLING 2020	GitHub
Revisiting Pre-Trained Models for Chinese Natural Language Processing	Yiming Cui, Wanxiang Che, Ting Liu, Bing Qin, Shijin Wang, Guoping Hu	Findings of EMNLP	GitHub
Is Graph Structure Necessary for Multi-hop Question Answering?	Nan Shao, Yiming Cui, Ting Liu, Shijin Wang, Guoping Hu	EMNLP 2020	-
Benchmarking Robustness of Machine Reading Comprehension Models	Chenglei Si, Ziqing Yang, Yiming Cui, Wentao Ma, Ting Liu, Shijin Wang	-	-
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
Conversational Word Embedding for Retrieval-based Dialog System	Wentao Ma, Yiming Cui, Ting Liu, Dong Wang, Shijin Wang, Guoping Hu	ACL 2020	GitHub
Discriminative Sentence Modeling for Story Ending Prediction	Yiming Cui, Wanxiang Che, Wei-Nan Zhang, Ting Liu, Shijin Wang, Guoping Hu	AAAI 2020	-
Cross-Lingual Machine Reading Comprehension	Yiming Cui, Wanxiang Che, Ting Liu, Bing Qin, Shijin Wang, Guoping Hu	EMNLP 2019	GitHub
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
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	-
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
Pre-Training with Whole Word Masking for Chinese BERT	Yiming Cui, Wanxiang Che, Ting Liu, Bing Qin, Ziqing Yang, Shijin Wang, Guoping Hu	-	GitHub1, GitHub2
Improving Machine Reading Comprehension via Adversarial Training	Ziqing Yang, Yiming Cui, Wanxiang Che, Ting Liu, Shijin Wang, Guoping Hu	-	-
Contextual Recurrent Units for Cloze-style Reading Comprehension	Yiming Cui, Wei-Nan Zhang, Wanxiang Che, Ting Liu, Zhipeng Chen, Shijin Wang, Guoping Hu	-	-
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
Convolutional Spatial Attention Model for Reading Comprehension with Multiple-Choice Questions	Zhipeng Chen, Yiming Cui, Wentao Ma, Shijin Wang, Guoping Hu	AAAI 2019	-
Disconnected Recurrent Neural Networks for Text Categorization	Baoxin Wang	ACL 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	-	-
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
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	-
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	-
Attention-over-Attention Neural Networks for Reading Comprehension	Yiming Cui, Zhipeng Chen, Si Wei, Shijin Wang, Ting Liu, Guoping Hu	ACL 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	-
Consensus Attention-based Neural Networks for Chinese Reading Comprehension	Yiming Cui, Ting Liu, Zhipeng Chen, Shijin Wang, Guoping Hu	COLING 2016	GitHub
LSTM Neural Reordering Feature for Statistical Machine Translation	Yiming Cui, Shijin Wang, Jianfeng Li	NAACL 2016	-

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