NAACL 2022

1,057 papers

Domain-Oriented Prefix-Tuning: Towards Efficient and Generalizable Fine-tuning for Zero-Shot Dialogue Summarization

Lulu Zhao, Fujia Zheng, Weihao Zeng, Keqing He, Weiran Xu

Mining Clues from Incomplete Utterance: A Query-enhanced Network for Incomplete Utterance Rewriting

Shuzheng Si, Shuang Zeng, Baobao Chang

Reducing Disambiguation Biases in NMT by Leveraging Explicit Word Sense Information

Niccolò Campolungo, Tommaso Pasini, Denis Emelin, Roberto Navigli

What Factors Should Paper-Reviewer Assignments Rely On? Community Perspectives on Issues and Ideals in Conference Peer-Review

Terne Thorn Jakobsen, Anna Rogers

Dynamic Programming in Rank Space: Scaling Structured Inference with Low-Rank HMMs and PCFGs

Songlin Yang, Wei Liu, Kewei Tu

Learning as Conversation: Dialogue Systems Reinforced for Information Acquisition

Pengshan Cai, Hui Wan, Fei Liu, Mo Yu, Hong Yu

Lifelong Pretraining: Continually Adapting Language Models to Emerging Corpora

Xisen Jin, Dejiao Zhang, Henghui Zhu, Wei Xiao, Shang-Wen Li

Partial-input baselines show that NLI models can ignore context, but they don’t.

Neha Srikanth, Rachel Rudinger

EPiDA: An Easy Plug-in Data Augmentation Framework for High Performance Text Classification

Minyi Zhao, Lu Zhang, Yi Xu, Jiandong Ding, Jihong Guan

A Study of the Attention Abnormality in Trojaned BERTs

Weimin Lyu, Songzhu Zheng, Tengfei Ma, Chao Chen

Counterfactually Augmented Data and Unintended Bias: The Case of Sexism and Hate Speech Detection

Indira Sen, Mattia Samory, Claudia Wagner, Isabelle Augenstein

Quantifying Adaptability in Pre-trained Language Models with 500 Tasks

Belinda Li, Jane Yu, Madian Khabsa, Luke Zettlemoyer, Alon Halevy

Disentangling Indirect Answers to Yes-No Questions in Real Conversations

Krishna Sanagavarapu, Jathin Singaraju, Anusha Kakileti, Anirudh Kaza, Aaron Mathews

Massive-scale Decoding for Text Generation using Lattices

Jiacheng Xu, Siddhartha Jonnalagadda, Greg Durrett

Entity Linking via Explicit Mention-Mention Coreference Modeling

Dhruv Agarwal, Rico Angell, Nicholas Monath, Andrew McCallum

GenIE: Generative Information Extraction

Martin Josifoski, Nicola De Cao, Maxime Peyrard, Fabio Petroni, Robert West

Symbolic Knowledge Distillation: from General Language Models to Commonsense Models

Peter West, Chandra Bhagavatula, Jack Hessel, Jena D. Hwang, Liwei Jiang

Learning to Generate Examples for Semantic Processing Tasks

Danilo Croce, Simone Filice, Giuseppe Castellucci, Roberto Basili

Measure and Improve Robustness in NLP Models: A Survey

Xuezhi Wang, Haohan Wang, Diyi Yang

Using Paraphrases to Study Properties of Contextual Embeddings

Laura Burdick, Jonathan K. Kummerfeld, Rada Mihalcea

Does Pre-training Induce Systematic Inference? How Masked Language Models Acquire Commonsense Knowledge

Ian Porada, Alessandro Sordoni, Jackie Cheung

Show, Don’t Tell: Demonstrations Outperform Descriptions for Schema-Guided Task-Oriented Dialogue

Raghav Gupta, Harrison Lee, Jeffrey Zhao, Yuan Cao, Abhinav Rastogi

Disentangling Categorization in Multi-agent Emergent Communication

Washington Garcia, Hamilton Clouse, Kevin Butler

SURF: Semantic-level Unsupervised Reward Function for Machine Translation

Atijit Anuchitanukul, Julia Ive

Connecting the Dots between Audio and Text without Parallel Data through Visual Knowledge Transfer

Yanpeng Zhao, Jack Hessel, Youngjae Yu, Ximing Lu, Rowan Zellers

CHAI: A CHatbot AI for Task-Oriented Dialogue with Offline Reinforcement Learning

Siddharth Verma, Justin Fu, Sherry Yang, Sergey Levine

Multi-Vector Models with Textual Guidance for Fine-Grained Scientific Document Similarity

Sheshera Mysore, Arman Cohan, Tom Hope

Testing the Ability of Language Models to Interpret Figurative Language

Emmy Liu, Chenxuan Cui, Kenneth Zheng, Graham Neubig

Learning Cross-Lingual IR from an English Retriever

Yulong Li, Martin Franz, Md Arafat Sultan, Bhavani Iyer, Young-Suk Lee

Compositional Task-Oriented Parsing as Abstractive Question Answering

Wenting Zhao, Konstantine Arkoudas, Weiqi Sun, Claire Cardie

What company do words keep? Revisiting the distributional semantics of J.R. Firth & Zellig Harris

Mikael Brunila, Jack LaViolette

Imagination-Augmented Natural Language Understanding

Yujie Lu, Wanrong Zhu, Xin Wang, Miguel Eckstein, William Yang Wang

Linguistic Frameworks Go Toe-to-Toe at Neuro-Symbolic Language Modeling

Jakob Prange, Nathan Schneider, Lingpeng Kong

Joint Extraction of Entities, Relations, and Events via Modeling Inter-Instance and Inter-Label Dependencies

Minh Van Nguyen, Bonan Min, Franck Dernoncourt, Thien Nguyen

Improving Compositional Generalization with Latent Structure and Data Augmentation

Linlu Qiu, Peter Shaw, Panupong Pasupat, Pawel Nowak, Tal Linzen

FOAM: A Follower-aware Speaker Model For Vision-and-Language Navigation

Zi-Yi Dou, Nanyun Peng

Informativeness and Invariance: Two Perspectives on Spurious Correlations in Natural Language

Jacob Eisenstein

Answer Consolidation: Formulation and Benchmarking

Wenxuan Zhou, Qiang Ning, Heba Elfardy, Kevin Small, Muhao Chen

FNet: Mixing Tokens with Fourier Transforms

James Lee-Thorp, Joshua Ainslie, Ilya Eckstein, Santiago Ontanon

Causal Distillation for Language Models

Zhengxuan Wu, Atticus Geiger, Joshua Rozner, Elisa Kreiss, Hanson Lu

TVShowGuess: Character Comprehension in Stories as Speaker Guessing

Yisi Sang, Xiangyang Mou, Mo Yu, Shunyu Yao, Jing Li

Generating Authentic Adversarial Examples beyond Meaning-preserving with Doubly Round-trip Translation

Siyu Lai, Zhen Yang, Fandong Meng, Xue Zhang, Yufeng Chen

Grapheme-to-Phoneme Conversion for Thai using Neural Regression Models

Tomohiro Yamasaki

A Data Cartography based MixUp for Pre-trained Language Models

Seo Yeon Park, Cornelia Caragea

ProQA: Structural Prompt-based Pre-training for Unified Question Answering

Wanjun Zhong, Yifan Gao, Ning Ding, Yujia Qin, Zhiyuan Liu

Generative Cross-Domain Data Augmentation for Aspect and Opinion Co-Extraction

Junjie Li, Jianfei Yu, Rui Xia

DiffCSE: Difference-based Contrastive Learning for Sentence Embeddings

Yung-Sung Chuang, Rumen Dangovski, Hongyin Luo, Yang Zhang, Shiyu Chang

Practice Makes a Solver Perfect: Data Augmentation for Math Word Problem Solvers

Vivek Kumar, Rishabh Maheshwary, Vikram Pudi

Improving negation detection with negation-focused pre-training

Hung Thinh Truong, Timothy Baldwin, Trevor Cohn, Karin Verspoor

AISFG: Abundant Information Slot Filling Generator

Yang Yan, Junda Ye, Zhongbao Zhang, Liwen Wang

Revisit Overconfidence for OOD Detection: Reassigned Contrastive Learning with Adaptive Class-dependent Threshold

Yanan Wu, Keqing He, Yuanmeng Yan, QiXiang Gao, Zhiyuan Zeng

COGMEN: COntextualized GNN based Multimodal Emotion recognitioN

Abhinav Joshi, Ashwani Bhat, Ayush Jain, Atin Singh, Ashutosh Modi

Collective Relevance Labeling for Passage Retrieval

Jihyuk Kim, Minsoo Kim, Seung-won Hwang

KCD: Knowledge Walks and Textual Cues Enhanced Political Perspective Detection in News Media

Wenqian Zhang, Shangbin Feng, Zilong Chen, Zhenyu Lei, Jundong Li

Emp-RFT: Empathetic Response Generation via Recognizing Feature Transitions between Utterances

Wongyu Kim, Youbin Ahn, Donghyun Kim, Kyong-Ho Lee

Early Rumor Detection Using Neural Hawkes Process with a New Benchmark Dataset

Fengzhu Zeng, Wei Gao

Joint Learning-based Heterogeneous Graph Attention Network for Timeline Summarization

Jingyi You, Dongyuan Li, Hidetaka Kamigaito, Kotaro Funakoshi, Manabu Okumura

Leaner and Faster: Two-Stage Model Compression for Lightweight Text-Image Retrieval

Siyu Ren, Kenny Zhu

Optimising Equal Opportunity Fairness in Model Training

Aili Shen, Xudong Han, Trevor Cohn, Timothy Baldwin, Lea Frermann

Unsupervised Stem-based Cross-lingual Part-of-Speech Tagging for Morphologically Rich Low-Resource Languages

Ramy Eskander, Cass Lowry, Sujay Khandagale, Judith Klavans, Maria Polinsky

Robust Self-Augmentation for Named Entity Recognition with Meta Reweighting

Linzhi Wu, Pengjun Xie, Jie Zhou, Meishan Zhang, Ma Chunping

Generative Biomedical Entity Linking via Knowledge Base-Guided Pre-training and Synonyms-Aware Fine-tuning

Hongyi Yuan, Zheng Yuan, Sheng Yu

Bilingual Tabular Inference: A Case Study on Indic Languages

Chaitanya Agarwal, Vivek Gupta, Anoop Kunchukuttan, Manish Shrivastava

A New Concept of Knowledge based Question Answering (KBQA) System for Multi-hop Reasoning

Yu Wang, Vijay Srinivasan, Hongxia Jin

WECHSEL: Effective initialization of subword embeddings for cross-lingual transfer of monolingual language models

Benjamin Minixhofer, Fabian Paischer, Navid Rekabsaz

Towards Debiasing Translation Artifacts

Koel Dutta Chowdhury, Rricha Jalota, Cristina España-Bonet, Josef Genabith

DocEE: A Large-Scale and Fine-grained Benchmark for Document-level Event Extraction

Meihan Tong, Bin Xu, Shuai Wang, Meihuan Han, Yixin Cao

On Transferability of Prompt Tuning for Natural Language Processing

Yusheng Su, Xiaozhi Wang, Yujia Qin, Chi-Min Chan, Yankai Lin

Bi-SimCut: A Simple Strategy for Boosting Neural Machine Translation

Pengzhi Gao, Zhongjun He, Hua Wu, Haifeng Wang

Knowledge Inheritance for Pre-trained Language Models

Yujia Qin, Yankai Lin, Jing Yi, Jiajie Zhang, Xu Han

TRUE: Re-evaluating Factual Consistency Evaluation

Or Honovich, Roee Aharoni, Jonathan Herzig, Hagai Taitelbaum, Doron Kukliansy

Dynamic Multistep Reasoning based on Video Scene Graph for Video Question Answering

Jianguo Mao, Wenbin Jiang, Xiangdong Wang, Zhifan Feng, Yajuan Lyu

Is Neural Topic Modelling Better than Clustering? An Empirical Study on Clustering with Contextual Embeddings for Topics

Zihan Zhang, Meng Fang, Ling Chen, Mohammad Reza Namazi Rad

EASE: Entity-Aware Contrastive Learning of Sentence Embedding

Sosuke Nishikawa, Ryokan Ri, Ikuya Yamada, Yoshimasa Tsuruoka, Isao Echizen

From spoken dialogue to formal summary: An utterance rewriting for dialogue summarization

Yue Fang, Hainan Zhang, Hongshen Chen, Zhuoye Ding, Bo Long

Does it Really Generalize Well on Unseen Data? Systematic Evaluation of Relational Triple Extraction Methods

Juhyuk Lee, Min-Joong Lee, June Yong Yang, Eunho Yang

Residue-Based Natural Language Adversarial Attack Detection

Vyas Raina, Mark Gales

A Computational Acquisition Model for Multimodal Word Categorization

Uri Berger, Gabriel Stanovsky, Omri Abend, Lea Frermann

On the Effectiveness of Sentence Encoding for Intent Detection Meta-Learning

Tingting Ma, Qianhui Wu, Zhiwei Yu, Tiejun Zhao, Chin-Yew Lin

Can Rationalization Improve Robustness?

Howard Chen, Jacqueline He, Karthik Narasimhan, Danqi Chen

One Reference Is Not Enough: Diverse Distillation with Reference Selection for Non-Autoregressive Translation

Chenze Shao, Xuanfu Wu, Yang Feng

GMN: Generative Multi-modal Network for Practical Document Information Extraction

Haoyu Cao, Jiefeng Ma, Antai Guo, Yiqing Hu, Hao Liu

Models in the Loop: Aiding Crowdworkers with Generative Annotation Assistants

Max Bartolo, Tristan Thrush, Sebastian Riedel, Pontus Stenetorp, Robin Jia

Adaptable Adapters

Nafise Moosavi, Quentin Delfosse, Kristian Kersting, Iryna Gurevych

Quantifying Language Variation Acoustically with Few Resources

Martijn Bartelds, Martijn Wieling

ColBERTv2: Effective and Efficient Retrieval via Lightweight Late Interaction

Keshav Santhanam, Omar Khattab, Jon Saad-Falcon, Christopher Potts, Matei Zaharia

ChapterBreak: A Challenge Dataset for Long-Range Language Models

Simeng Sun, Katherine Thai, Mohit Iyyer

Multi2WOZ: A Robust Multilingual Dataset and Conversational Pretraining for Task-Oriented Dialog

Chia-Chien Hung, Anne Lauscher, Ivan Vulić, Simone Ponzetto, Goran Glavaš

FRUIT: Faithfully Reflecting Updated Information in Text

Robert Iv, Alexandre Passos, Sameer Singh, Ming-Wei Chang

Learning the Ordering of Coordinate Compounds and Elaborate Expressions in Hmong, Lahu, and Chinese

Chenxuan Cui, Katherine J. Zhang, David Mortensen

Contrastive Representation Learning for Cross-Document Coreference Resolution of Events and Entities

Benjamin Hsu, Graham Horwood

Prompt Waywardness: The Curious Case of Discretized Interpretation of Continuous Prompts

Daniel Khashabi, Xinxi Lyu, Sewon Min, LIANHUI Qin, Kyle Richardson

How Conservative are Language Models? Adapting to the Introduction of Gender-Neutral Pronouns

Stephanie Brandl, Ruixiang Cui, Anders Søgaard

When is BERT Multilingual? Isolating Crucial Ingredients for Cross-lingual Transfer

Ameet Deshpande, Partha Talukdar, Karthik Narasimhan

Benchmarking Intersectional Biases in NLP

John Lalor, Yi Yang, Kendall Smith, Nicole Forsgren, Ahmed Abbasi

Zero-shot Sonnet Generation with Discourse-level Planning and Aesthetics Features

Yufei Tian, Nanyun Peng

Exposing the Limits of Video-Text Models through Contrast Sets

Jae Sung Park, Sheng Shen, Ali Farhadi, Trevor Darrell, Yejin Choi

Improving In-Context Few-Shot Learning via Self-Supervised Training

Mingda Chen, Jingfei Du, Ramakanth Pasunuru, Todor Mihaylov, Srini Iyer

Bidimensional Leaderboards: Generate and Evaluate Language Hand in Hand

Jungo Kasai, Keisuke Sakaguchi, Ronan Le Bras, Lavinia Dunagan, Jacob Morrison

ElitePLM: An Empirical Study on General Language Ability Evaluation of Pretrained Language Models

Junyi Li, Tianyi Tang, Zheng Gong, Lixin Yang, Zhuohao Yu