/HFL-Anthology

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

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HFL Anthology

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

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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