每天给你送来NLP技术干货！

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作者：zenRRan

公众号：深度学习自然语言处理

AAAI2022出来一段时间了，但是好像还没人整理出NLP相关的论文呢，趁着周末最后一天还没过完，吐血整理了一番，需要的收藏即可。

其中包括：信息抽取、关系抽取、机器翻译、命名实体识别、多模态、数据增强、智能问答、多语言、知识蒸馏、文本纠错等。

信息抽取

OneRel: Joint Entity and Relation Extraction with One Module in One Step

Yu-Ming Shang, Heyan Huang, Xian-Ling Mao

BROS: A Pre-Trained Language Model Focusing on Text and Layout for Better Key Information Extraction from Documents

Teakgyu Hong, Donghyun Kim, Mingi Ji, Wonseok Hwang, Daehyun Nam, Sungrae Park

Selecting Optimal Context Sentences for Event-Event Relation Extraction

Hieu Man Duc Trong, Nghia Ngo Trung, Linh Van Ngo, Thien Huu Nguyen

Hyperbolic Disentangled Representation for Fine-Grained Aspect Extraction

Chang-You Tai, Ming-Yao Li, Lun-Wei Ku

Language Model Priming for Cross-Lingual Event Extraction

Steven Fincke, Shantanu Agarwal, Scott Miller, Elizabeth Boschee

知识蒸馏

Content-Variant Reference Image Quality Assessment via Knowledge Distillation

Guanghao Yin, Wei Wang, Zehuan Yuan, Chuchu Han, Wei Ji, Shouqian Sun, Changhu Wang

Adversarial Data Augmentation for Task-Specific Knowledge Distillation of Pre-Trained Transformers

Minjia Zhng, Niranjan Uma Naresh, Yuxiong He

Boosting Contrastive Learning with Relation Knowledge Distillation

Kai Zheng, Yuanjiang Wang, Ye Yuan

UniMS: A Unified Framework for Multimodal Summarization with Knowledge Distillation

Zhengkun Zhang, Xiaojun Meng, Yasheng Wang, Xin Jiang, Qun Liu, Zhenglu Yang

Robust and Resource-Efficient Data-Free Knowledge Distillation by Generative Pseudo Replay

Kuluhan Binici, Shivam Aggarwal, Nam Trung Pham, Karianto Leman, Tulika Mitra

Cross-Task Knowledge Distillation in Multi-Task Recommendation

Chenxiao Yang, Junwei Pan, Xiaofeng Gao, Tingyu Jiang, Dapeng Liu, Guihai Chen

Improving Neural Cross-Lingual Abstractive Summarization via Employing Optimal Transport Distance for Knowledge Distillation

Thong Nguyen, Luu Anh Tuan

Knowledge Distillation via Constrained Variational Inference

Ardavan Saeedi, Yuria Utsumi, Li Sun, Kayhan Batmanghelich, Li-wei H. Lehman

Up to 100$\times$ Faster Data-Free Knowledge Distillation

Gongfan Fang, Kanya Mo, Xinchao Wang, Jie Song, Shitao Bei, Haofei Zhang, Mingli Song

Adversarial Data Augmentation for Task-Specific Knowledge Distillation of Pre-Trained Transformers

Minjia Zhng, Niranjan Uma Naresh, Yuxiong He

Boosting Contrastive Learning with Relation Knowledge Distillation

Kai Zheng, Yuanjiang Wang, Ye Yuan

多语言

Multilingual Code Snippets Training for Program Translation

Ming Zhu, Karthik Suresh, Chandan K. Reddy

Improving Neural Cross-Lingual Abstractive Summarization via Employing Optimal Transport Distance for Knowledge Distillation

Thong Nguyen, Luu Anh Tuan

DetIE: Multilingual Open Information Extraction Inspired by Object Detection

Michael Vasilkovsky, Anton Alekseev, Valentin Malykh, Ilya Shenbin, Elena Tutubalina, Dmitriy Salikhov, Mikhail Stepnov, Andrey Chertok, Sergey Nikolenko

Zero-Shot Cross-Lingual Machine Reading Comprehension via Inter-Sentence Dependency Graph

Liyan Xu, Xuchao Zhang, Bo Zong, Yanchi Liu, Wei Cheng, Jingchao Ni, Haifeng Chen, Liang Zhao, Jinho D. Choi

Language Model Priming for Cross-Lingual Event Extraction

Steven Fincke, Shantanu Agarwal, Scott Miller, Elizabeth Boschee

Cross-Lingual Adversarial Domain Adaptation for Novice Programming

Ye Mao, Farzaneh Khoshnevisan, Thomas Price, Tiffany Barnes, Min Chi

Interpreting Gender Bias in Neural Machine Translation: Multilingual Architecture Matters

Marta R. Costa-jussà, Carlos Escolano, Christine Basta, Javier Ferrando, Roser Batlle, Ksenia Kharitonova

From Good to Best: Two-Stage Training for Cross-Lingual Machine Reading Comprehension

Nuo Chen, Linjun Shou, Ming Gong, Jian Pei

Few-Shot Cross-Lingual Stance Detection with Sentiment-Based Pre-Training

Momchil Hardalov, Arnav Arora, Preslav Nakov, Isabelle Augenstein

Parameter Differentiation Based Multilingual Neural Machine Translation

Qian Wang, Jiajun Zhang

XLM-K: Improving Cross-Lingual Language Model Pre-Training with Multilingual Knowledge

Xiaoze Jiang, Yaobo Liang, Weizhu Chen, Nan Duan

Mind the Gap: Cross-Lingual Information Retrieval with Hierarchical Knowledge Enhancement

Fuwei Zhang, Zhao Zhang, Xiang Ao, Dehong Gao, Fuzhen Zhuang, Yi Wei, Qing He

BiRdQA: A Bilingual Dataset for Question Answering on Tricky Riddles

Yunxiang Zhang, Xiaojun Wan

UNISON: Unpaired Cross-Lingual Image Captioning

Jiahui Gao, Yi Zhou, Philip L. H. Yu, Shafiq Joty, Jiuxiang Gu

问答

Video as Conditional Graph Hierarchy for Multi-Granular Question Answering

Junbin Xiao, Angela Yao, Zhiyuan Liu, Yicong Li, Wei Ji, Tat-Seng Chua

Block-Skim: Efficient Question Answering for Transformer

Yue Guan, Zhengyi Li, Zhouhan Lin, Yuhao Zhu, Jingwen Leng, Minyi Guo

BiRdQA: A Bilingual Dataset for Question Answering on Tricky Riddles

Yunxiang Zhang, Xiaojun Wan

(2.5+1)D Spatio-Temporal Scene Graphs for Video Question Answering

Anoop Cherian, Chiori Hori, Tim K. Marks, Jonathan Le Roux

Zero-Shot Commonsense Question Answering with Cloze Translation and Consistency Optimization

Zi-Yi Dou, Nanyun (Violet) Peng

Dynamic Key-Value Memory Enhanced Multi-Step Graph Reasoning for Knowledge-Based Visual Question Answering

Mingxiao Li, Marie-Francine Moens

多模态

Show Your Faith: Cross-Modal Confidence-Aware Network for Image-Text Matching

Huatian Zhang, Zhendong Mao, Kun Zhang, Yongdong Zhang

Event-Image Fusion Stereo Using Cross-Modality Feature Propagation

Hoonhee Cho, Kuk-Jin Yoon

MAGIC: Multimodal relAtional Graph adversarIal inferenCe for Diverse and Unpaired Text-Based Image Captioning

Wenqiao Zhang, Haochen Shi, Jiannan Guo, Shengyu Zhang, Qingpeng Cai, Juncheng Li, Sihui Luo, Yueting Zhuang

Hierarchical Cross-Modality Semantic Correlation Learning Model for Multimodal Summarization

Litian Zhang, Junshu Pan, Xiaoming Zhang, Feiran Huang

UniMS: A Unified Framework for Multimodal Summarization with Knowledge Distillation

Zhengkun Zhang, Xiaojun Meng, Yasheng Wang, Xin Jiang, Qun Liu, Zhenglu Yang

Cross-Modal Mutual Learning for Audio-Visual Speech Recognition and Manipulation

Chih-Chun Yang, Wan-Cyuan Fan, Cheng-Fu Yang, Yu-Chiang Frank Wang

Cross-Modal Coherence for Text-to-Image Retrieval

Malihe Alikhani, Fangda Han, Hareesh Ravi, Mubbasir Kapadia, Vladimir Pavlovic, Matthew Stone

Are Vision-Language Transformers Learning Multimodal Representations? A Probing Perspective.

Emmanuelle Salin, Badreddine Farah, Stéphane Ayache, Benoit Favre

D-Vlog: Multimodal Vlog Dataset for Depression Detection

Jeewoo Yoon, Chaewon Kang, Seungbae Kim, Jinyoung Han

Sentiment and Emotion-Aware Multi-Modal Complaint Identification

Apoorva Singh, Soumyodeep Dey, Anamitra Singha, Sriparna Saha

机器翻译

Parameter Differentiation Based Multilingual Neural Machine Translation

Qian Wang, Jiajun Zhang

Deep Fusing Pre-Trained Models into Neural Machine Translation

Rongxiang Weng, Heng Yu, Weihua Luo, Min Zhang

Non-Parametric Online Learning from Human Feedback for Neural Machine Translation

Dongqi Wang, Haoran Wei, Zhirui Zhang, Shujian Huang, Jun Xie, Jiajun Chen

Frequency-Aware Contrastive Learning for Neural Machine Translation

Tong Zhang, Wei Ye, Baosong Yang, Long Zhang, Xingzhang Ren, Dayiheng Liu, Jinan Sun, Shikun Zhang, Haibo Zhang, Wen Zhao

From Fully Trained to Fully Random Embeddings: Improving Neural Machine Translation with Compact Word Embedding Tables

Krtin Kumar, Peyman Passban, Mehdi Rezagholizadeh, Yiusing Lau, Qun Liu

Interpreting Gender Bias in Neural Machine Translation: Multilingual Architecture Matters

Marta R. Costa-jussà, Carlos Escolano, Christine Basta, Javier Ferrando, Roser Batlle, Ksenia Kharitonova

命名实体识别

Unified Named Entity Recognition as Word-Word Relation Classification

Jingye Li, Donghong Ji, Jiang Liu, Hao Fei, Meishan Zhang, Shengqiong Wu, Chong Teng, Fei Li

模型压缩

BATUDE: Budget-Aware Neural Network Compression Based on Tucker Decomposition

Miao Yin, Huy Phan, Xiao Zang, Siyu Liao, Bo yuan

From Dense to Sparse: Contrastive Pruning for Better Pre-Trained Language Model Compression

Runxin Xu, Fuli Luo, Chengyu Wang, Baobao Chang, Jun Huang, Songfang Huang, Fei Huang

Convolutional Neural Network Compression Through Generalized Kronecker Product Decomposition

Marawan Gamal Abdel Hameed, Marzieh Tahaei, Ali Mosleh, Vahid Partovi Nia

数据增强

Adversarial Data Augmentation for Task-Specific Knowledge Distillation of Pre-Trained Transformers

Minjia Zhng, Niranjan Uma Naresh, Yuxiong He

ALP: Data Augmentation Using Lexicalized PCFGs for Few-Shot Text Classification

Hazel Kim, Daecheol Woo, Seong Joon Oh, Jeong-Won Cha, Yo-Sub Han

阅读理解

Zero-Shot Cross-Lingual Machine Reading Comprehension via Inter-Sentence Dependency Graph

Liyan Xu, Xuchao Zhang, Bo Zong, Yanchi Liu, Wei Cheng, Jingchao Ni, Haifeng Chen, Liang Zhao, Jinho D. Choi

From Good to Best: Two-Stage Training for Cross-Lingual Machine Reading Comprehension

Nuo Chen, Linjun Shou, Ming Gong, Jian Pei

文本纠错

Sequence-to-Action: Grammatical Error Correction with Action Guided Sequence Generation

Jiquan Li, Junliang Guo, Yongxin Zhu, Xin Sheng, Deqiang Jiang, Bo Ren, Linli Xu

最近文章

EMNLP 2022 和 COLING 2022，投哪个会议比较好？

一种全新易用的基于Word-Word关系的NER统一模型，刷新了14种数据集并达到新SoTA

阿里+北大 | 在梯度上做简单mask竟有如此的神奇效果

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整理不易，还望给个在看！