Collections of resources from Joint Laboratory of HIT and iFLYTEK Research (HFL).
| 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 |
| 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 |
| Name | Description | Paper |
|---|---|---|
| TextBrewer | Knowledge Distillation for NLP | Yang et al., 2020 |
| Name | Description | Paper |
|---|---|---|
| iFLYChecker | A Chinese Grammar Checking System | - |
| IFlyLegal | A Chinese Legal System for Consultation & Law Searching | Wang et al., 2019 |
| 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 | 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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