EMNLP

From Mimicking to Integrating: Knowledge Integration for Pre-Trained Language Models

Lei Li, Yankai Lin, Xuancheng Ren, Guangxiang Zhao, Peng Li, Jie Zhou, Xu Sun

Comments EMNLP 2022 (Findings), an improved version of arXiv:2112.07327. Code will be available at https://github.com/lancopku/MUKI

Mixture of Attention Heads: Selecting Attention Heads Per Token

Xiaofeng Zhang, Yikang Shen, Zeyu Huang, Jie Zhou, Wenge Rong, Zhang Xiong

Comments accepted in EMNLP 2022

Language Prior Is Not the Only Shortcut: A Benchmark for Shortcut Learning in VQA

Qingyi Si, Fandong Meng, Mingyu Zheng, Zheng Lin, Yuanxin Liu, Peng Fu, Yanan Cao, Weiping Wang, Jie Zhou

Comments Fingdings of EMNLP-2022

Towards Robust Visual Question Answering: Making the Most of Biased Samples via Contrastive Learning

Qingyi Si, Yuanxin Liu, Fandong Meng, Zheng Lin, Peng Fu, Yanan Cao, Weiping Wang, Jie Zhou

Comments Findings of EMNLP-2022

Do Children Texts Hold The Key To Commonsense Knowledge?

Julien Romero, Simon Razniewski

Comments 6 pages, 10 tables

Journal ref EMNLP 2022

Learning Robust Representations for Continual Relation Extraction via Adversarial Class Augmentation

Peiyi Wang, Yifan Song, Tianyu Liu, Binghuai Lin, Yunbo Cao, Sujian Li, Zhifang Sui

Comments Accepted by EMNLP 2022

XPrompt: Exploring the Extreme of Prompt Tuning

Fang Ma, Chen Zhang, Lei Ren, Jingang Wang, Qifan Wang, Wei Wu, Xiaojun Quan, Dawei Song

Comments 15 pages, accepted to EMNLP 2022 main conference

Trial2Vec: Zero-Shot Clinical Trial Document Similarity Search using Self-Supervision

Zifeng Wang, Jimeng Sun

Comments Findings of EMNLP 2022

Crossmodal-3600: A Massively Multilingual Multimodal Evaluation Dataset

Ashish V. Thapliyal, Jordi Pont-Tuset, Xi Chen, Radu Soricut

Comments EMNLP 2022

Making Pretrained Language Models Good Long-tailed Learners

Chen Zhang, Lei Ren, Jingang Wang, Wei Wu, Dawei Song

Comments 15 pages, 4 figures, 10 tables, accepted to EMNLP 2022. Code is available at https://github.com/GeneZC/Glee

HPT: Hierarchy-aware Prompt Tuning for Hierarchical Text Classification

Zihan Wang, Peiyi Wang, Tianyu Liu, Binghuai Lin, Yunbo Cao, Zhifang Sui, Houfeng Wang

Comments First two authors contribute equally. Accepted by EMNLP 2022

Can language models learn from explanations in context?

Andrew K. Lampinen, Ishita Dasgupta, Stephanie C. Y. Chan, Kory Matthewson, Michael Henry Tessler, Antonia Creswell, James L. McClelland, Jane X. Wang, Felix Hill

Comments Findings of EMNLP 2022

Improved Universal Sentence Embeddings with Prompt-based Contrastive Learning and Energy-based Learning

Yuxin Jiang, Linhan Zhang, Wei Wang

Comments 15 pages, 3 figures, Findings of EMNLP 2022

Automatic Rule Generation for Time Expression Normalization

Wentao Ding, Jianhao Chen, Jinmao Li, Yuzhong Qu

Comments Accepted to Findings of EMNLP 2021

Improving Multi-turn Emotional Support Dialogue Generation with Lookahead Strategy Planning

Yi Cheng, Wenge Liu, Wenjie Li, Jiashuo Wang, Ruihui Zhao, Bang Liu, Xiaodan Liang, Yefeng Zheng

Comments Accepted by the main conference of EMNLP 2022

Label-Driven Denoising Framework for Multi-Label Few-Shot Aspect Category Detection

Fei Zhao, Yuchen Shen, Zhen Wu, Xinyu Dai

Comments Finding of EMNLP 2022 camera-ready

Cross-Align: Modeling Deep Cross-lingual Interactions for Word Alignment

Siyu Lai, Zhen Yang, Fandong Meng, Yufeng Chen, Jinan Xu, Jie Zhou

Comments Accepted by EMNLP 2022

HEGEL: Hypergraph Transformer for Long Document Summarization

Haopeng Zhang, Xiao Liu, Jiawei Zhang

Comments EMNLP 2022

AlphaTuning: Quantization-Aware Parameter-Efficient Adaptation of Large-Scale Pre-Trained Language Models

Se Jung Kwon, Jeonghoon Kim, Jeongin Bae, Kang Min Yoo, Jin-Hwa Kim, Baeseong Park, Byeongwook Kim, Jung-Woo Ha, Nako Sung, Dongsoo Lee

Comments Findings of EMNLP 2022

ConvFinQA: Exploring the Chain of Numerical Reasoning in Conversational Finance Question Answering

Zhiyu Chen, Shiyang Li, Charese Smiley, Zhiqiang Ma, Sameena Shah, William Yang Wang

Comments EMNLP 2022

RASAT: Integrating Relational Structures into Pretrained Seq2Seq Model for Text-to-SQL

Jiexing Qi, Jingyao Tang, Ziwei He, Xiangpeng Wan, Yu Cheng, Chenghu Zhou, Xinbing Wang, Quanshi Zhang, Zhouhan Lin

Comments EMNLP 2022

Digging Errors in NMT: Evaluating and Understanding Model Errors from Partial Hypothesis Space

Jianhao Yan, Chenming Wu, Fandong Meng, Jie Zhou

Comments To be appeared as a main conference paper at EMNLP 2022

SpeechUT: Bridging Speech and Text with Hidden-Unit for Encoder-Decoder Based Speech-Text Pre-training

Ziqiang Zhang, Long Zhou, Junyi Ao, Shujie Liu, Lirong Dai, Jinyu Li, Furu Wei

Comments 14 pages, accepted by EMNLP 2022

Prompt Compression and Contrastive Conditioning for Controllability and Toxicity Reduction in Language Models

David Wingate, Mohammad Shoeybi, Taylor Sorensen

Comments Empirical Methods in Natural Language Processing, 2022 (Main-Long Paper)

SynKB: Semantic Search for Synthetic Procedures

Fan Bai, Alan Ritter, Peter Madrid, Dayne Freitag, John Niekrasz

Comments Accepted to EMNLP 2022 Demo track

XDoc: Unified Pre-training for Cross-Format Document Understanding

Jingye Chen, Tengchao Lv, Lei Cui, Cha Zhang, Furu Wei

Comments EMNLP 2022

Gender Bias in Meta-Embeddings

Masahiro Kaneko, Danushka Bollegala, Naoaki Okazaki

Comments Findings of EMNLP 2022

JoeyS2T: Minimalistic Speech-to-Text Modeling with JoeyNMT

Mayumi Ohta, Julia Kreutzer, Stefan Riezler

Comments EMNLP 2022 demo track

SPEAR : Semi-supervised Data Programming in Python

Guttu Sai Abhishek, Harshad Ingole, Parth Laturia, Vineeth Dorna, Ayush Maheshwari, Rishabh Iyer, Ganesh Ramakrishnan

Comments EMNLP Demonstrations - 2022

Named Entity Recognition in Industrial Tables using Tabular Language Models

Aneta Koleva, Martin Ringsquandl, Mark Buckley, Rakebul Hasan, Volker Tresp

Comments EMNLP 2022 Industry Track