EMNLP 2022

2,056 papers

MedCLIP: Contrastive Learning from Unpaired Medical Images and Text

Zifeng Wang, Zhenbang Wu, Dinesh Agarwal, Jimeng Sun

Logical Neural Networks for Knowledge Base Completion with Embeddings & Rules

Prithviraj Sen, Breno William Carvalho, Ibrahim Abdelaziz, Pavan Kapanipathi, Salim Roukos

Open-ended Knowledge Tracing for Computer Science Education

Naiming Liu, Zichao Wang, Richard Baraniuk, Andrew Lan

Chapter Ordering in Novels

Allen Kim, Steve Skiena

How to disagree well: Investigating the dispute tactics used on Wikipedia

Christine De Kock, Tom Stafford, Andreas Vlachos

Logical Reasoning with Span-Level Predictions for Interpretable and Robust NLI Models

Joe Stacey, Pasquale Minervini, Haim Dubossarsky, Marek Rei

Summarizing Community-based Question-Answer Pairs

Ting-Yao Hsu, Yoshi Suhara, Xiaolan Wang

Improving Passage Retrieval with Zero-Shot Question Generation

Devendra Sachan, Mike Lewis, Mandar Joshi, Armen Aghajanyan, Wen-tau Yih

Neural Theory-of-Mind? On the Limits of Social Intelligence in Large LMs

Maarten Sap, Ronan Le Bras, Daniel Fried, Yejin Choi

Not to Overfit or Underfit the Source Domains? An Empirical Study of Domain Generalization in Question Answering

Md Arafat Sultan, Avi Sil, Radu Florian

HPT: Hierarchy-aware Prompt Tuning for Hierarchical Text Classification

Zihan Wang, Peiyi Wang, Tianyu Liu, Binghuai Lin, Yunbo Cao

BERTScore is Unfair: On Social Bias in Language Model-Based Metrics for Text Generation

Tianxiang Sun, Junliang He, Xipeng Qiu, Xuanjing Huang

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

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

Few-shot Query-Focused Summarization with Prefix-Merging

Ruifeng Yuan, Zili Wang, Ziqiang Cao, Wenjie Li

Towards Reinterpreting Neural Topic Models via Composite Activations

Jia Peng Lim, Hady Lauw

PATS: Sensitivity-aware Noisy Learning for Pretrained Language Models

Yupeng Zhang, Hongzhi Zhang, Sirui Wang, Wei Wu, Zhoujun Li

A Template-based Method for Constrained Neural Machine Translation

Shuo Wang, Peng Li, Zhixing Tan, Zhaopeng Tu, Maosong Sun

Unsupervised Tokenization Learning

Anton Kolonin, Vignav Ramesh

That’s the Wrong Lung! Evaluating and Improving the Interpretability of Unsupervised Multimodal Encoders for Medical Data

Jered McInerney, Geoffrey Young, Jan-Willem van de Meent, Byron Wallace

Exploring the Secrets Behind the Learning Difficulty of Meaning Representations for Semantic Parsing

Zhenwen Li, Jiaqi Guo, Qian Liu, Jian-Guang Lou, Tao Xie

Distilling Causal Effect from Miscellaneous Other-Class for Continual Named Entity Recognition

Junhao Zheng, Zhanxian Liang, Haibin Chen, Qianli Ma

Neural Machine Translation with Contrastive Translation Memories

Xin Cheng, Shen Gao, Lemao Liu, Dongyan Zhao, Rui Yan

Analyzing the Mono- and Cross-Lingual Pretraining Dynamics of Multilingual Language Models

Terra Blevins, Hila Gonen, Luke Zettlemoyer

Language Contamination Helps Explains the Cross-lingual Capabilities of English Pretrained Models

Terra Blevins, Luke Zettlemoyer

Life is a Circus and We are the Clowns: Automatically Finding Analogies between Situations and Processes

Oren Sultan, Dafna Shahaf

Natural Language to Code Translation with Execution

Freda Shi, Daniel Fried, Marjan Ghazvininejad, Luke Zettlemoyer, Sida I. Wang

Machine Translation Robustness to Natural Asemantic Variation

Jacob Bremerman, Xiang Ren, Jonathan May

Generating Literal and Implied Subquestions to Fact-check Complex Claims

Jifan Chen, Aniruddh Sriram, Eunsol Choi, Greg Durrett

Discovering Differences in the Representation of People using Contextualized Semantic Axes

Li Lucy, Divya Tadimeti, David Bamman

SpanProto: A Two-stage Span-based Prototypical Network for Few-shot Named Entity Recognition

Jianing Wang, Chengyu Wang, Chuanqi Tan, Minghui Qiu, Songfang Huang

CapOnImage: Context-driven Dense-Captioning on Image

Yiqi Gao, Xinglin Hou, Yuanmeng Zhang, Tiezheng Ge, Yuning Jiang

Red Teaming Language Models with Language Models

Ethan Perez, Saffron Huang, Francis Song, Trevor Cai, Roman Ring

CPL: Counterfactual Prompt Learning for Vision and Language Models

Xuehai He, Diji Yang, Weixi Feng, Tsu-Jui Fu, Arjun Akula

DisCup: Discriminator Cooperative Unlikelihood Prompt-tuning for Controllable Text Generation

Hanqing Zhang, Dawei Song

RLPrompt: Optimizing Discrete Text Prompts with Reinforcement Learning

Mingkai Deng, Jianyu Wang, Cheng-Ping Hsieh, Yihan Wang, Han Guo

Sentence Representation Learning with Generative Objective rather than Contrastive Objective

Bohong Wu, Hai Zhao

FineD-Eval: Fine-grained Automatic Dialogue-Level Evaluation

Chen Zhang, Luis Fernando D’Haro, Qiquan Zhang, Thomas Friedrichs, Haizhou Li

Face-Sensitive Image-to-Emotional-Text Cross-modal Translation for Multimodal Aspect-based Sentiment Analysis

Hao Yang, Yanyan Zhao, Bing Qin

UniGeo: Unifying Geometry Logical Reasoning via Reformulating Mathematical Expression

Jiaqi Chen, Tong Li, Jinghui Qin, Pan Lu, Liang Lin

Making Pretrained Language Models Good Long-tailed Learners

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

A Joint Learning Framework for Restaurant Survival Prediction and Explanation

Xin Li, Xiaojie Zhang, Peng JiaHao, Rui Mao, Mingyang Zhou

Robots-Dont-Cry: Understanding Falsely Anthropomorphic Utterances in Dialog Systems

David Gros, Yu Li, Zhou Yu

Nearest Neighbor Zero-Shot Inference

Weijia Shi, Julian Michael, Suchin Gururangan, Luke Zettlemoyer

CEM: Machine-Human Chatting Handoff via Causal-Enhance Module

Shanshan Zhong, Jinghui Qin, Zhongzhan Huang, Daifeng Li

COM-MRC: A COntext-Masked Machine Reading Comprehension Framework for Aspect Sentiment Triplet Extraction

Zepeng Zhai, Hao Chen, Fangxiang Feng, Ruifan Li, Xiaojie Wang

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

Jiexing Qi, Jingyao Tang, Ziwei He, Xiangpeng Wan, Yu Cheng

Rethinking Positional Encoding in Tree Transformer for Code Representation

Han Peng, Ge Li, YunFei Zhao, Zhi Jin

Curriculum Learning Meets Weakly Supervised Multimodal Correlation Learning

Sijie Mai, Ya Sun, Haifeng Hu

On the Evaluation Metrics for Paraphrase Generation

Lingfeng Shen, Lemao Liu, Haiyun Jiang, Shuming Shi

Knowledge Prompting in Pre-trained Language Model for Natural Language Understanding

Jianing Wang, Wenkang Huang, Minghui Qiu, Qiuhui Shi, Hongbin Wang

KECP: Knowledge Enhanced Contrastive Prompting for Few-shot Extractive Question Answering

Jianing Wang, Chengyu Wang, Minghui Qiu, Qiuhui Shi, Hongbin Wang

Revisiting Pre-trained Language Models and their Evaluation for Arabic Natural Language Processing

Abbas Ghaddar, Yimeng Wu, Sunyam Bagga, Ahmad Rashid, Khalil Bibi

R2F: A General Retrieval, Reading and Fusion Framework for Document-level Natural Language Inference

Hao Wang, Yixin Cao, Yangguang Li, Zhen Huang, Kun Wang

Empowering Dual-Encoder with Query Generator for Cross-Lingual Dense Retrieval

Houxing Ren, Linjun Shou, Ning Wu, Ming Gong, Daxin Jiang

Multi-level Distillation of Semantic Knowledge for Pre-training Multilingual Language Model

Mingqi Li, Fei Ding, Dan Zhang, Long Cheng, Hongxin Hu

Opinion Summarization by Weak-Supervision from Mix-structured Data

Yizhu Liu, Qi Jia, Kenny Zhu

SetGNER: General Named Entity Recognition as Entity Set Generation

Yuxin He, Buzhou Tang

Generative Entity Typing with Curriculum Learning

Siyu Yuan, Deqing Yang, Jiaqing Liang, Zhixu Li, Jinxi Liu

You Only Need One Model for Open-domain Question Answering

Haejun Lee, Akhil Kedia, Jongwon Lee, Ashwin Paranjape, Christopher Manning

Effective and Efficient Query-aware Snippet Extraction for Web Search

Jingwei Yi, Fangzhao Wu, Chuhan Wu, Xiaolong Huang, Binxing Jiao

Conformal Predictor for Improving Zero-Shot Text Classification Efficiency

Prafulla Kumar Choubey, Yu Bai, Chien-Sheng Wu, Wenhao Liu, Nazneen Rajani

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

Yi Cheng, Wenge Liu, Wenjie Li, Jiashuo WANG, Ruihui Zhao

Neural-based Mixture Probabilistic Query Embedding for Answering FOL queries on Knowledge Graphs

Xiao Long, Liansheng Zhuang, Li Aodi, Shafei Wang, Houqiang Li

Improving Multi-task Stance Detection with Multi-task Interaction Network

Heyan Chai, Siyu Tang, Jinhao Cui, Ye Ding, Binxing Fang

Reproducibility Issues for BERT-based Evaluation Metrics

Yanran Chen, Jonas Belouadi, Steffen Eger

MUSIED: A Benchmark for Event Detection from Multi-Source Heterogeneous Informal Texts

Xiangyu Xi, Jianwei Lv, Shuaipeng Liu, Wei Ye, Fan Yang

ConvTrans: Transforming Web Search Sessions for Conversational Dense Retrieval

Kelong Mao, Zhicheng Dou, Hongjin Qian, Fengran Mo, Xiaohua Cheng

Mitigating Inconsistencies in Multimodal Sentiment Analysis under Uncertain Missing Modalities

Jiandian Zeng, Jiantao Zhou, Tianyi Liu

Open-Topic False Information Detection on Social Networks with Contrastive Adversarial Learning

Guanghui Ma, Chunming Hu, Ling Ge, Hong Zhang

CodeRetriever: A Large Scale Contrastive Pre-Training Method for Code Search

Xiaonan Li, Yeyun Gong, Yelong Shen, Xipeng Qiu, Hang Zhang

ROSE: Robust Selective Fine-tuning for Pre-trained Language Models

Lan Jiang, Hao Zhou, Yankai Lin, Peng Li, Jie Zhou

PromptEHR: Conditional Electronic Healthcare Records Generation with Prompt Learning

Zifeng Wang, Jimeng Sun

LVP-M3: Language-aware Visual Prompt for Multilingual Multimodal Machine Translation

Hongcheng Guo, Jiaheng Liu, Haoyang Huang, Jian Yang, Zhoujun Li

Memory-assisted prompt editing to improve GPT-3 after deployment

Aman Madaan, Niket Tandon, Peter Clark, Yiming Yang

A Localized Geometric Method to Match Knowledge in Low-dimensional Hyperbolic Space

Bo Hui, Tian Xia, Wei-Shinn Ku

Fast-R2D2: A Pretrained Recursive Neural Network based on Pruned CKY for Grammar Induction and Text Representation

Xiang Hu, Haitao Mi, Liang Li, Gerard de Melo

RED-ACE: Robust Error Detection for ASR using Confidence Embeddings

Zorik Gekhman, Dina Zverinski, Jonathan Mallinson, Genady Beryozkin

Non-Autoregressive Neural Machine Translation: A Call for Clarity

Robin Schmidt, Telmo Pires, Stephan Peitz, Jonas Lööf

Calibration Meets Explanation: A Simple and Effective Approach for Model Confidence Estimates

Dongfang Li, Baotian Hu, Qingcai Chen

Back to the Future: Bidirectional Information Decoupling Network for Multi-turn Dialogue Modeling

YiYang Li, Hai Zhao, Zhuosheng Zhang

Mitigating Data Sparsity for Short Text Topic Modeling by Topic-Semantic Contrastive Learning

Xiaobao Wu, Anh Tuan Luu, Xinshuai Dong

Unobserved Local Structures Make Compositional Generalization Hard

Ben Bogin, Shivanshu Gupta, Jonathan Berant

Iteratively Prompt Pre-trained Language Models for Chain of Thought

Boshi Wang, Xiang Deng, Huan Sun

Measuring Context-Word Biases in Lexical Semantic Datasets

Qianchu Liu, Diana McCarthy, Anna Korhonen

How Far are We from Robust Long Abstractive Summarization?

Huan Yee Koh, Jiaxin Ju, He Zhang, Ming Liu, Shirui Pan

PRINCE: Prefix-Masked Decoding for Knowledge Enhanced Sequence-to-Sequence Pre-Training

Song Xu, Haoran Li, Peng Yuan, Youzheng Wu, Xiaodong He

Calibrating Zero-shot Cross-lingual (Un-)structured Predictions

Zhengping Jiang, Anqi Liu, Benjamin Van Durme

Transfer Learning from Semantic Role Labeling to Event Argument Extraction with Template-based Slot Querying

Zhisong Zhang, Emma Strubell, Eduard Hovy

Revisiting Parameter-Efficient Tuning: Are We Really There Yet?

Guanzheng Chen, Fangyu Liu, Zaiqiao Meng, Shangsong Liang

Training Dynamics for Curriculum Learning: A Study on Monolingual and Cross-lingual NLU

Fenia Christopoulou, Gerasimos Lampouras, Ignacio Iacobacci

ConReader: Exploring Implicit Relations in Contracts for Contract Clause Extraction

Weiwen Xu, Yang Deng, Wenqiang Lei, Wenlong Zhao, Tat-Seng Chua

Whose Language Counts as High Quality? Measuring Language Ideologies in Text Data Selection

Suchin Gururangan, Dallas Card, Sarah Dreier, Emily Gade, Leroy Wang

Bilingual Lexicon Induction for Low-Resource Languages using Graph Matching via Optimal Transport

Kelly Marchisio, Ali Saad-Eldin, Kevin Duh, Carey Priebe, Philipp Koehn

Varifocal Question Generation for Fact-checking

Nedjma Ousidhoum, Zhangdie Yuan, Andreas Vlachos

SynGEC: Syntax-Enhanced Grammatical Error Correction with a Tailored GEC-Oriented Parser

Yue Zhang, Bo Zhang, Zhenghua Li, Zuyi Bao, Chen Li

Language Model Decomposition: Quantifying the Dependency and Correlation of Language Models

Hao Zhang

Navigating Connected Memories with a Task-oriented Dialog System

Satwik Kottur, Seungwhan Moon, Alborz Geramifard, Babak Damavandi

Towards Climate Awareness in NLP Research

Daniel Hershcovich, Nicolas Webersinke, Mathias Kraus, Julia Bingler, Markus Leippold

CoCoa: An Encoder-Decoder Model for Controllable Code-switched Generation

Sneha Mondal, Ritika., Shreya Pathak, Preethi Jyothi, Aravindan Raghuveer

Exploiting domain-slot related keywords description for Few-Shot Cross-Domain Dialogue State Tracking

Gao Qixiang, Guanting Dong, Yutao Mou, Liwen Wang, Chen Zeng