ACL 2022

1,617 papers

Modality-specific Learning Rates for Effective Multimodal Additive Late-fusion

Yiqun Yao, Rada Mihalcea

Hey AI, Can You Solve Complex Tasks by Talking to Agents?

Tushar Khot, Kyle Richardson, Daniel Khashabi, Ashish Sabharwal

DaLC: Domain Adaptation Learning Curve Prediction for Neural Machine Translation

Cheonbok Park, Hantae Kim, Ioan Calapodescu, Hyun Chang Cho, Vassilina Nikoulina

Sibylvariant Transformations for Robust Text Classification

Fabrice Harel-Canada, Muhammad Ali Gulzar, Nanyun Peng, Miryung Kim

Weighted self Distillation for Chinese word segmentation

Rian He, Shubin Cai, Zhong Ming, Jialei Zhang

Enhancing Natural Language Representation with Large-Scale Out-of-Domain Commonsense

Wanyun Cui, Xingran Chen

Metadata Shaping: A Simple Approach for Knowledge-Enhanced Language Models

Simran Arora, Sen Wu, Enci Liu, Christopher Re

How Pre-trained Language Models Capture Factual Knowledge? A Causal-Inspired Analysis

Shaobo Li, Xiaoguang Li, Lifeng Shang, Zhenhua Dong, Chengjie Sun

Morphosyntactic Tagging with Pre-trained Language Models for Arabic and its Dialects

Go Inoue, Salam Khalifa, Nizar Habash

Towards Adversarially Robust Text Classifiers by Learning to Reweight Clean Examples

Jianhan Xu, Cenyuan Zhang, Xiaoqing Zheng, Linyang Li, Cho-jui Hsieh

Calibration of Machine Reading Systems at Scale

Shehzaad Dhuliawala, Leonard Adolphs, Rajarshi Das, Mrinmaya Sachan

Document-Level Relation Extraction with Adaptive Focal Loss and Knowledge Distillation

Qingyu Tan, Ruidan He, Lidong Bing, Hwee Tou Ng

N-Shot Learning for Augmenting Task-Oriented Dialogue State Tracking

Taha Aksu, Zhengyuan Liu, Min-Yen Kan, Nancy Chen

Document-Level Event Argument Extraction via Optimal Transport

Amir Pouran Ben Veyseh, Minh Van Nguyen, Franck Dernoncourt, Bonan Min, Thien Nguyen

Learning Reasoning Patterns for Relational Triple Extraction with Mutual Generation of Text and Graph

Yubo Chen, Yunqi Zhang, Yongfeng Huang

Transfer Learning and Prediction Consistency for Detecting Offensive Spans of Text

Amir Pouran Ben Veyseh, Ning Xu, Quan Tran, Varun Manjunatha, Franck Dernoncourt

Logic-Driven Context Extension and Data Augmentation for Logical Reasoning of Text

Siyuan Wang, Wanjun Zhong, Duyu Tang, zhongyu wei, Zhihao Fan

EmoCaps: Emotion Capsule based Model for Conversational Emotion Recognition

Zaijing Li, Fengxiao Tang, Ming Zhao, Yusen Zhu

TegTok: Augmenting Text Generation via Task-specific and Open-world Knowledge

Chao-Hong Tan, Jia-Chen Gu, Chongyang Tao, Zhen-Hua Ling, Can Xu

Decomposed Meta-Learning for Few-Shot Named Entity Recognition

Tingting Ma, Huiqiang Jiang, Qianhui Wu, Tiejun Zhao, Chin-Yew Lin

Open Vocabulary Extreme Classification Using Generative Models

Daniel Simig, Fabio Petroni, Pouya Yanki, Kashyap Popat, Christina Du

Revisiting Automatic Evaluation of Extractive Summarization Task: Can We Do Better than ROUGE?

Mousumi Akter, Naman Bansal, Shubhra Kanti Karmaker Santu

Efficient, Uncertainty-based Moderation of Neural Networks Text Classifiers

Jakob Smedegaard Andersen, Walid Maalej

Capture Human Disagreement Distributions by Calibrated Networks for Natural Language Inference

Yuxia Wang, Minghan Wang, Yimeng Chen, Shimin Tao, Jiaxin Guo

Learning from Missing Relations: Contrastive Learning with Commonsense Knowledge Graphs for Commonsense Inference

Yong-Ho Jung, Jun-Hyung Park, Joon-Young Choi, Mingyu Lee, Junho Kim

Semantically Distributed Robust Optimization for Vision-and-Language Inference

Tejas Gokhale, Abhishek Chaudhary, Pratyay Banerjee, Chitta Baral, Yezhou Yang

Two-Step Question Retrieval for Open-Domain QA

Yeon Seonwoo, Juhee Son, Jiho Jin, Sang-Woo Lee, Ji-Hoon Kim

Thai Nested Named Entity Recognition Corpus

Weerayut Buaphet, Can Udomcharoenchaikit, Peerat Limkonchotiwat, Attapol Rutherford, Sarana Nutanong

Finding the Dominant Winning Ticket in Pre-Trained Language Models

Zhuocheng Gong, Di He, Yelong Shen, Tie-yan Liu, Weizhu Chen

A Transformational Biencoder with In-Domain Negative Sampling for Zero-Shot Entity Linking

Kai Sun, Richong Zhang, Samuel Mensah, Yongyi Mao, Xudong Liu

End-to-End Speech Translation for Code Switched Speech

Orion Weller, Matthias Sperber, Telmo Pires, Hendra Setiawan, Christian Gollan

Combining (Second-Order) Graph-Based and Headed-Span-Based Projective Dependency Parsing

Songlin Yang, Kewei Tu

Effective Unsupervised Constrained Text Generation based on Perturbed Masking

Yingwen Fu, Wenjie Ou, Zhou Yu, Yue Lin

A Novel Framework Based on Medical Concept Driven Attention for Explainable Medical Code Prediction via External Knowledge

Tao Wang, Linhai Zhang, Chenchen Ye, Junxi Liu, Deyu Zhou

Sentiment Word Aware Multimodal Refinement for Multimodal Sentiment Analysis with ASR Errors

Yang Wu, Yanyan Zhao, Hao Yang, Song Chen, Bing Qin

Graph Neural Networks for Multiparallel Word Alignment

Ayyoob Imani, Lütfi Kerem Senel, Masoud Jalili Sabet, François Yvon, Hinrich Schuetze

C3KG: A Chinese Commonsense Conversation Knowledge Graph

Dawei Li, Yanran Li, Jiayi Zhang, Ke Li, CHEN WEI

Coloring the Blank Slate: Pre-training Imparts a Hierarchical Inductive Bias to Sequence-to-sequence Models

Aaron Mueller, Robert Frank, Tal Linzen, Luheng Wang, Sebastian Schuster

DuReadervis: A Chinese Dataset for Open-domain Document Visual Question Answering

Le Qi, Shangwen Lv, Hongyu Li, Jing Liu, Yu Zhang

Multi-Stage Prompting for Knowledgeable Dialogue Generation

Zihan Liu, Mostofa Patwary, Ryan Prenger, Shrimai Prabhumoye, Wei Ping

An Isotropy Analysis in the Multilingual BERT Embedding Space

Sara Rajaee, Mohammad Taher Pilehvar

HiStruct+: Improving Extractive Text Summarization with Hierarchical Structure Information

Qian Ruan, Malte Ostendorff, Georg Rehm

Co-training an Unsupervised Constituency Parser with Weak Supervision

Nickil Maveli, Shay Cohen

Constructing Open Cloze Tests Using Generation and Discrimination Capabilities of Transformers

Mariano Felice, Shiva Taslimipoor, Paula Buttery

S2SQL: Injecting Syntax to Question-Schema Interaction Graph Encoder for Text-to-SQL Parsers

Binyuan Hui, Ruiying Geng, Lihan Wang, Bowen Qin, Yanyang Li

MDCSpell: A Multi-task Detector-Corrector Framework for Chinese Spelling Correction

Chenxi Zhu, Ziqiang Ying, Boyu Zhang, Feng Mao

Multi-task Learning for Paraphrase Generation With Keyword and Part-of-Speech Reconstruction

Xuhang Xie, Xuesong Lu, Bei Chen

Cross-lingual Inference with A Chinese Entailment Graph

Tianyi Li, Sabine Weber, Mohammad Javad Hosseini, Liane Guillou, Mark Steedman

Multi-Granularity Semantic Aware Graph Model for Reducing Position Bias in Emotion Cause Pair Extraction

Yinan Bao, Qianwen Ma, Lingwei Wei, Wei Zhou, Songlin Hu

Learning to Robustly Aggregate Labeling Functions for Semi-supervised Data Programming

Ayush Maheshwari, Krishnateja Killamsetty, Ganesh Ramakrishnan, Rishabh Iyer, Marina Danilevsky

CoCoLM: Complex Commonsense Enhanced Language Model with Discourse Relations

Changlong Yu, Hongming Zhang, Yangqiu Song, Wilfred Ng

OCR Improves Machine Translation for Low-Resource Languages

Oana Ignat, Jean Maillard, Vishrav Chaudhary, Francisco Guzmán

Knowledge Graph Embedding by Adaptive Limit Scoring Loss Using Dynamic Weighting Strategy

Jinfa Yang, Xianghua Ying, Yongjie Shi, Xin Tong, Ruibin Wang

Learning Bias-reduced Word Embeddings Using Dictionary Definitions

Haozhe An, Xiaojiang Liu, Donald Zhang

From BERT‘s Point of View: Revealing the Prevailing Contextual Differences

Carolin M. Schuster, Simon Hegelich

Entropy-based Attention Regularization Frees Unintended Bias Mitigation from Lists

Giuseppe Attanasio, Debora Nozza, Dirk Hovy, Elena Baralis

Listening to Affected Communities to Define Extreme Speech: Dataset and Experiments

Antonis Maronikolakis, Axel Wisiorek, Leah Nann, Haris Jabbar, Sahana Udupa

What to Learn, and How: Toward Effective Learning from Rationales

Samuel Carton, Surya Kanoria, Chenhao Tan

Explaining Classes through Stable Word Attributions

Samuel Rönnqvist, Aki-Juhani Kyröläinen, Amanda Myntti, Filip Ginter, Veronika Laippala

When Chosen Wisely, More Data Is What You Need: A Universal Sample-Efficient Strategy For Data Augmentation

Ehsan Kamalloo, Mehdi Rezagholizadeh, Ali Ghodsi

Measuring the Language of Self-Disclosure across Corpora

Ann-Katrin Reuel, Sebastian Peralta, João Sedoc, Garrick Sherman, Lyle Ungar

Answer Uncertainty and Unanswerability in Multiple-Choice Machine Reading Comprehension

Vatsal Raina, Mark Gales

Learning and Evaluating Character Representations in Novels

Naoya Inoue, Charuta Pethe, Allen Kim, Steven Skiena

Morphological Processing of Low-Resource Languages: Where We Are and What’s Next

Adam Wiemerslage, Miikka Silfverberg, Changbing Yang, Arya McCarthy, Garrett Nicolai

Distributed NLI: Learning to Predict Human Opinion Distributions for Language Reasoning

Xiang Zhou, Yixin Nie, Mohit Bansal

BPE vs. Morphological Segmentation: A Case Study on Machine Translation of Four Polysynthetic Languages

Manuel Mager, Arturo Oncevay, Elisabeth Mager, Katharina Kann, Thang Vu

GRS: Combining Generation and Revision in Unsupervised Sentence Simplification

Mohammad Dehghan, Dhruv Kumar, Lukasz Golab

To be or not to be an Integer? Encoding Variables for Mathematical Text

Deborah Ferreira, Mokanarangan Thayaparan, Marco Valentino, Julia Rozanova, Andre Freitas

Using Interactive Feedback to Improve the Accuracy and Explainability of Question Answering Systems Post-Deployment

Zichao Li, Prakhar Sharma, Xing Han Lu, Jackie Cheung, Siva Reddy

Learning Adaptive Axis Attentions in Fine-tuning: Beyond Fixed Sparse Attention Patterns

Zihan Wang, Jiuxiang Gu, Jason Kuen, Handong Zhao, Vlad Morariu

Distinguishing Non-natural from Natural Adversarial Samples for More Robust Pre-trained Language Model

Jiayi Wang, Rongzhou Bao, Zhuosheng Zhang, Hai Zhao

DS-TOD: Efficient Domain Specialization for Task-Oriented Dialog

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

MoEfication: Transformer Feed-forward Layers are Mixtures of Experts

Zhengyan Zhang, Yankai Lin, Zhiyuan Liu, Peng Li, Maosong Sun

Virtual Augmentation Supported Contrastive Learning of Sentence Representations

Dejiao Zhang, Wei Xiao, Henghui Zhu, Xiaofei Ma, Andrew Arnold

Mukayese: Turkish NLP Strikes Back

Ali Safaya, Emirhan Kurtuluş, Arda Goktogan, Deniz Yuret

The Change that Matters in Discourse Parsing: Estimating the Impact of Domain Shift on Parser Error

Katherine Atwell, Anthony Sicilia, Seong Jae Hwang, Malihe Alikhani

DeepStruct: Pretraining of Language Models for Structure Prediction

Chenguang Wang, Xiao Liu, Zui Chen, Haoyun Hong, Jie Tang

Fact-Tree Reasoning for N-ary Question Answering over Knowledge Graphs

Yao Zhang, Peiyao Li, Hongru Liang, Adam Jatowt, Zhenglu Yang

Debiasing Event Understanding for Visual Commonsense Tasks

Minji Seo, Yeonjoon Jung, Seungtaek Choi, Seung-won Hwang, Bei Liu

Compressing Sentence Representation for Semantic Retrieval via Homomorphic Projective Distillation

Xuandong Zhao, Zhiguo Yu, Ming Wu, Lei Li

MIMICause: Representation and automatic extraction of causal relation types from clinical notes

Vivek Khetan, Md Imbesat Rizvi, Jessica Huber, Paige Bartusiak, Bogdan Sacaleanu

A Simple yet Effective Relation Information Guided Approach for Few-Shot Relation Extraction

Yang Liu, Jinpeng Hu, Xiang Wan, Tsung-Hui Chang

Read before Generate! Faithful Long Form Question Answering with Machine Reading

Dan Su, Xiaoguang Li, Jindi Zhang, Lifeng Shang, Xin Jiang

Automatic Song Translation for Tonal Languages

Fenfei Guo, Chen Zhang, Zhirui Zhang, Qixin He, Kejun Zhang

Question Answering Infused Pre-training of General-Purpose Contextualized Representations

Robin Jia, Mike Lewis, Luke Zettlemoyer

Why Exposure Bias Matters: An Imitation Learning Perspective of Error Accumulation in Language Generation

Kushal Arora, Layla El Asri, Hareesh Bahuleyan, Jackie Cheung

Hierarchical Inductive Transfer for Continual Dialogue Learning

Shaoxiong Feng, Xuancheng Ren, Kan Li, Xu Sun

Domain Representative Keywords Selection: A Probabilistic Approach

Pritom Saha Akash, Jie Huang, Kevin Chang, Yunyao Li, Lucian Popa

Mitigating Gender Bias in Distilled Language Models via Counterfactual Role Reversal

Umang Gupta, Jwala Dhamala, Varun Kumar, Apurv Verma, Yada Pruksachatkun

Cross-Modal Cloze Task: A New Task to Brain-to-Word Decoding

Shuxian Zou, Shaonan Wang, Jiajun Zhang, Chengqing Zong

Inverse is Better! Fast and Accurate Prompt for Few-shot Slot Tagging

Yutai Hou, Cheng Chen, Xianzhen Luo, Bohan Li, Wanxiang Che

Human Language Modeling

Nikita Soni, Matthew Matero, Niranjan Balasubramanian, H. Andrew Schwartz

Read Top News First: A Document Reordering Approach for Multi-Document News Summarization

Chao Zhao, Tenghao Huang, Somnath Basu Roy Chowdhury, Muthu Kumar Chandrasekaran, Kathleen McKeown

Reframing Instructional Prompts to GPTk’s Language

Swaroop Mishra, Daniel Khashabi, Chitta Baral, Yejin Choi, Hannaneh Hajishirzi

Domain Generalisation of NMT: Fusing Adapters with Leave-One-Domain-Out Training

Thuy-Trang Vu, Shahram Khadivi, Dinh Phung, Gholamreza Haffari

Extracting Latent Steering Vectors from Pretrained Language Models

Nishant Subramani, Nivedita Suresh, Matthew Peters

Fast Nearest Neighbor Machine Translation

Yuxian Meng, Xiaoya Li, Xiayu Zheng, Fei Wu, Xiaofei Sun

End-to-End Segmentation-based News Summarization

Yang Liu, Chenguang Zhu, Michael Zeng

Better Quality Estimation for Low Resource Corpus Mining

Muhammed Kocyigit, Jiho Lee, Derry Wijaya

Toward More Meaningful Resources for Lower-resourced Languages

Constantine Lignos, Nolan Holley, Chester Palen-Michel, Jonne Sälevä