COLING 2020

1,035 papers

KnowDis: Knowledge Enhanced Data Augmentation for Event Causality Detection via Distant Supervision

Xinyu Zuo, Yubo Chen, Kang Liu, Jun Zhao

Knowledge Graph Embedding with Atrous Convolution and Residual Learning

Feiliang Ren, Juchen Li, Huihui Zhang, Shilei Liu, Bochao Li

A Review of Dataset and Labeling Methods for Causality Extraction

Jinghang Xu, Wanli Zuo, Shining Liang, Xianglin Zuo

Using a Penalty-based Loss Re-estimation Method to Improve Implicit Discourse Relation Classification

Xiao Li, Yu Hong, Huibin Ruan, Zhen Huang

Event-Guided Denoising for Multilingual Relation Learning

Amith Ananthram, Emily Allaway, Kathleen McKeown

Pre-trained Language Model Based Active Learning for Sentence Matching

Guirong Bai, Shizhu He, Kang Liu, Jun Zhao, Zaiqing Nie

On the Practical Ability of Recurrent Neural Networks to Recognize Hierarchical Languages

Satwik Bhattamishra, Kabir Ahuja, Navin Goyal

Contextual Argument Component Classification for Class Discussions

Luca Lugini, Diane Litman

DoLFIn: Distributions over Latent Features for Interpretability

Phong Le, Willem Zuidema

Contrastive Zero-Shot Learning for Cross-Domain Slot Filling with Adversarial Attack

Keqing He, Jinchao Zhang, Yuanmeng Yan, Weiran Xu, Cheng Niu

A Deep Generative Distance-Based Classifier for Out-of-Domain Detection with Mahalanobis Space

Hong Xu, Keqing He, Yuanmeng Yan, Sihong Liu, Zijun Liu

Exploring the zero-shot limit of FewRel

Alberto Cetoli

Multi-Word Lexical Simplification

Piotr Przybyła, Matthew Shardlow

AutoMeTS: The Autocomplete for Medical Text Simplification

Hoang Van, David Kauchak, Gondy Leroy

On the Helpfulness of Document Context to Sentence Simplification

Renliang Sun, Zhe Lin, Xiaojun Wan

Bridging the Gap in Multilingual Semantic Role Labeling: a Language-Agnostic Approach

Simone Conia, Roberto Navigli

Harnessing Cross-lingual Features to Improve Cognate Detection for Low-resource Languages

Diptesh Kanojia, Raj Dabre, Shubham Dewangan, Pushpak Bhattacharyya, Gholamreza Haffari

Specializing Unsupervised Pretraining Models for Word-Level Semantic Similarity

Anne Lauscher, Ivan Vulić, Edoardo Maria Ponti, Anna Korhonen, Goran Glavaš

What Can We Learn from Noun Substitutions in Revision Histories?

Talita Anthonio, Michael Roth

Multilingual Irony Detection with Dependency Syntax and Neural Models

Alessandra Teresa Cignarella, Valerio Basile, Manuela Sanguinetti, Cristina Bosco, Paolo Rosso

Schema Aware Semantic Reasoning for Interpreting Natural Language Queries in Enterprise Settings

Jaydeep Sen, Tanaya Babtiwale, Kanishk Saxena, Yash Butala, Sumit Bhatia

BERT-based Cohesion Analysis of Japanese Texts

Nobuhiro Ueda, Daisuke Kawahara, Sadao Kurohashi

A BERT-based Dual Embedding Model for Chinese Idiom Prediction

Minghuan Tan, Jing Jiang

Lexical Relation Mining in Neural Word Embeddings

Aishwarya Jadhav, Yifat Amir, Zachary Pardos

A Retrofitting Model for Incorporating Semantic Relations into Word Embeddings

Sapan Shah, Sreedhar Reddy, Pushpak Bhattacharyya

Embedding Semantic Taxonomies

Alyssa Lees, Chris Welty, Shubin Zhao, Jacek Korycki, Sara Mc Carthy

How Relevant Are Selectional Preferences for Transformer-based Language Models?

Eleni Metheniti, Tim Van de Cruys, Nabil Hathout

Word Embedding Binarization with Semantic Information Preservation

Samarth Navali, Praneet Sherki, Ramesh Inturi, Vanraj Vala

Always Keep your Target in Mind: Studying Semantics and Improving Performance of Neural Lexical Substitution

Nikolay Arefyev, Boris Sheludko, Alexander Podolskiy, Alexander Panchenko

Learning Efficient Task-Specific Meta-Embeddings with Word Prisms

Jingyi He, Kc Tsiolis, Kian Kenyon-Dean, Jackie Chi Kit CHEUNG

Probing Multilingual BERT for Genetic and Typological Signals

Taraka Rama, Lisa Beinborn, Steffen Eger

Improving Word Embeddings through Iterative Refinement of Word- and Character-level Models

Phong Ha, Shanshan Zhang, Nemanja Djuric, Slobodan Vucetic

Tiny Word Embeddings Using Globally Informed Reconstruction

Sora Ohashi, Mao Isogawa, Tomoyuki Kajiwara, Yuki Arase

A Semantically Consistent and Syntactically Variational Encoder-Decoder Framework for Paraphrase Generation

Wenqing Chen, Jidong Tian, Liqiang Xiao, Hao He, Yaohui Jin

Exploring End-to-End Differentiable Natural Logic Modeling

Yufei Feng, Zi’ou Zheng, Quan Liu, Michael Greenspan, Xiaodan Zhu

Fine-tuning BERT for Low-Resource Natural Language Understanding via Active Learning

Daniel Grießhaber, Johannes Maucher, Ngoc Thang Vu

R-VGAE: Relational-variational Graph Autoencoder for Unsupervised Prerequisite Chain Learning

Irene Li, Alexander Fabbri, Swapnil Hingmire, Dragomir Radev

Enhancing Neural Models with Vulnerability via Adversarial Attack

Rong Zhang, Qifei Zhou, Bo An, Weiping Li, Tong Mo

Meet Changes with Constancy: Learning Invariance in Multi-Source Translation

Jianfeng Liu, Ling Luo, Xiang Ao, Yan Song, Haoran Xu

Situated and Interactive Multimodal Conversations

Seungwhan Moon, Satwik Kottur, Paul Crook, Ankita De, Shivani Poddar

Imagining Grounded Conceptual Representations from Perceptual Information in Situated Guessing Games

Alessandro Suglia, Antonio Vergari, Ioannis Konstas, Yonatan Bisk, Emanuele Bastianelli

Multimodal Topic-Enriched Auxiliary Learning for Depression Detection

Minghui An, Jingjing Wang, Shoushan Li, Guodong Zhou

SWAFN: Sentimental Words Aware Fusion Network for Multimodal Sentiment Analysis

Minping Chen, Xia Li

Effective Few-Shot Classification with Transfer Learning

Aakriti Gupta, Kapil Thadani, Neil O’Hare

Exploring Amharic Sentiment Analysis from Social Media Texts: Building Annotation Tools and Classification Models

Seid Muhie Yimam, Hizkiel Mitiku Alemayehu, Abinew Ayele, Chris Biemann

RuSemShift: a dataset of historical lexical semantic change in Russian

Julia Rodina, Andrey Kutuzov

Context-Aware Text Normalisation for Historical Dialects

Maria Sukhareva

Automatic Charge Identification from Facts: A Few Sentence-Level Charge Annotations is All You Need

Shounak Paul, Pawan Goyal, Saptarshi Ghosh

Joint Transformer/RNN Architecture for Gesture Typing in Indic Languages

Emil Biju, Anirudh Sriram, Mitesh M. Khapra, Pratyush Kumar

Answering Legal Questions by Learning Neural Attentive Text Representation

Phi Manh Kien, Ha-Thanh Nguyen, Ngo Xuan Bach, Vu Tran, Minh Le Nguyen

Financial Sentiment Analysis: An Investigation into Common Mistakes and Silver Bullets

Frank Xing, Lorenzo Malandri, Yue Zhang, Erik Cambria

A High Precision Pipeline for Financial Knowledge Graph Construction

Sarah Elhammadi, Laks V.S. Lakshmanan, Raymond Ng, Michael Simpson, Baoxing Huai

Building Large-Scale English and Korean Datasets for Aspect-Level Sentiment Analysis in Automotive Domain

Dongmin Hyun, Junsu Cho, Hwanjo Yu

DocBank: A Benchmark Dataset for Document Layout Analysis

Minghao Li, Yiheng Xu, Lei Cui, Shaohan Huang, Furu Wei

A Dataset and Evaluation Framework for Complex Geographical Description Parsing

Egoitz Laparra, Steven Bethard

Deep Learning Framework for Measuring the Digital Strategy of Companies from Earnings Calls

Ahmed Ghanim Al-Ali, Robert Phaal, Donald Sull

Cross-lingual Annotation Projection in Legal Texts

Andrea Galassi, Kasper Drazewski, Marco Lippi, Paolo Torroni

Exploring Cross-sentence Contexts for Named Entity Recognition with BERT

Jouni Luoma, Sampo Pyysalo

Automated Prediction of Examinee Proficiency from Short-Answer Questions

Le An Ha, Victoria Yaneva, Polina Harik, Ravi Pandian, Amy Morales

Don’t take “nswvtnvakgxpm” for an answer –The surprising vulnerability of automatic content scoring systems to adversarial input

Yuning Ding, Brian Riordan, Andrea Horbach, Aoife Cahill, Torsten Zesch

Do Word Embeddings Capture Spelling Variation?

Dong Nguyen, Jack Grieve

A Corpus for Argumentative Writing Support in German

Thiemo Wambsganss, Christina Niklaus, Matthias Söllner, Siegfried Handschuh, Jan Marco Leimeister

Constituency Lattice Encoding for Aspect Term Extraction

Yunyi Yang, Kun Li, Xiaojun Quan, Weizhou Shen, Qinliang Su

Aspect-Category based Sentiment Analysis with Hierarchical Graph Convolutional Network

Hongjie Cai, Yaofeng Tu, Xiangsheng Zhou, Jianfei Yu, Rui Xia

Label Correction Model for Aspect-based Sentiment Analysis

Qianlong Wang, Jiangtao Ren

Attention Transfer Network for Aspect-level Sentiment Classification

Fei Zhao, Zhen Wu, Xinyu Dai

Syntax-Aware Graph Attention Network for Aspect-Level Sentiment Classification

Lianzhe Huang, Xin Sun, Sujian Li, Linhao Zhang, Houfeng Wang

Modeling language evolution and feature dynamics in a realistic geographic environment

Rhea Kapur, Phillip Rogers

A Closer Look at Linguistic Knowledge in Masked Language Models: The Case of Relative Clauses in American English

Marius Mosbach, Stefania Degaetano-Ortlieb, Marie-Pauline Krielke, Badr M. Abdullah, Dietrich Klakow

IndoLEM and IndoBERT: A Benchmark Dataset and Pre-trained Language Model for Indonesian NLP

Fajri Koto, Afshin Rahimi, Jey Han Lau, Timothy Baldwin

Linguistic Profiling of a Neural Language Model

Alessio Miaschi, Dominique Brunato, Felice Dell’Orletta, Giulia Venturi

Probing Multimodal Embeddings for Linguistic Properties: the Visual-Semantic Case

Adam Dahlgren Lindström, Johanna Björklund, Suna Bensch, Frank Drewes

Summarizing Medical Conversations via Identifying Important Utterances

Yan Song, Yuanhe Tian, Nan Wang, Fei Xia

French Biomedical Text Simplification: When Small and Precise Helps

Rémi Cardon, Natalia Grabar

Identifying Depressive Symptoms from Tweets: Figurative Language Enabled Multitask Learning Framework

Shweta Yadav, Jainish Chauhan, Joy Prakash Sain, Krishnaprasad Thirunarayan, Amit Sheth

Extracting Adherence Information from Electronic Health Records

Jordan Sanders, Meghana Gudala, Kathleen Hamilton, Nishtha Prasad, Jordan Stovall

BioMedBERT: A Pre-trained Biomedical Language Model for QA and IR

Souradip Chakraborty, Ekaba Bisong, Shweta Bhatt, Thomas Wagner, Riley Elliott

TIMBERT: Toponym Identifier For The Medical Domain Based on BERT

MohammadReza Davari, Leila Kosseim, Tien Bui

Enhancing Clinical BERT Embedding using a Biomedical Knowledge Base

Boran Hao, Henghui Zhu, Ioannis Paschalidis

A Joint Learning Approach based on Self-Distillation for Keyphrase Extraction from Scientific Documents

Tuan Lai, Trung Bui, Doo Soon Kim, Quan Hung Tran

Learning Health-Bots from Training Data that was Automatically Created using Paraphrase Detection and Expert Knowledge

Anna Liednikova, Philippe Jolivet, Alexandre Durand-Salmon, Claire Gardent

Named Entity Recognition for Chinese biomedical patents

Yuting Hu, Suzan Verberne

Modeling Local Contexts for Joint Dialogue Act Recognition and Sentiment Classification with Bi-channel Dynamic Convolutions

Jingye Li, Hao Fei, Donghong Ji

Author’s Sentiment Prediction

Mohaddeseh Bastan, Mahnaz Koupaee, Youngseo Son, Richard Sicoli, Niranjan Balasubramanian

Arabizi Language Models for Sentiment Analysis

Gaétan Baert, Souhir Gahbiche, Guillaume Gadek, Alexandre Pauchet

Bayes-enhanced Lifelong Attention Networks for Sentiment Classification

Hao Wang, Shuai Wang, Sahisnu Mazumder, Bing Liu, yan yang

SentiX: A Sentiment-Aware Pre-Trained Model for Cross-Domain Sentiment Analysis

Jie Zhou, Junfeng Tian, Rui Wang, Yuanbin Wu, Wenming Xiao

RatE: Relation-Adaptive Translating Embedding for Knowledge Graph Completion

Hao Huang, Guodong Long, Tao Shen, Jing Jiang, Chengqi Zhang

Exploiting Node Content for Multiview Graph Convolutional Network and Adversarial Regularization

Qiuhao Lu, Nisansa de Silva, Dejing Dou, Thien Huu Nguyen, Prithviraj Sen

Knowledge Graph Embeddings in Geometric Algebras

Chengjin Xu, Mojtaba Nayyeri, Yung-Yu Chen, Jens Lehmann

Variational Autoencoder with Embedded Student-t Mixture Model for Authorship Attribution

Benedikt Boenninghoff, Steffen Zeiler, Robert Nickel, Dorothea Kolossa

AprilE: Attention with Pseudo Residual Connection for Knowledge Graph Embedding

Yuzhang Liu, Peng Wang, Yingtai Li, Yizhan Shao, Zhongkai Xu

Re-framing Incremental Deep Language Models for Dialogue Processing with Multi-task Learning

Morteza Rohanian, Julian Hough

Recent Neural Methods on Slot Filling and Intent Classification for Task-Oriented Dialogue Systems: A Survey

Samuel Louvan, Bernardo Magnini

LAVA: Latent Action Spaces via Variational Auto-encoding for Dialogue Policy Optimization

Nurul Lubis, Christian Geishauser, Michael Heck, Hsien-Chin Lin, Marco Moresi

Speaker-change Aware CRF for Dialogue Act Classification

Guokan Shang, Antoine Tixier, Michalis Vazirgiannis, Jean-Pierre Lorré

Improving Abstractive Dialogue Summarization with Graph Structures and Topic Words

Lulu Zhao, Weiran Xu, Jun Guo

Generating Equation by Utilizing Operators : GEO model

Kyung Seo Ki, DongGeon Lee, Bugeun Kim, Gahgene Gweon

Multimodal Review Generation with Privacy and Fairness Awareness

Xuan-Son Vu, Thanh-Son Nguyen, Duc-Trong Le, Lili Jiang

Leveraging HTML in Free Text Web Named Entity Recognition

Colin Ashby, David Weir