EMNLP 2022

2,056 papers

NMTScore: A Multilingual Analysis of Translation-based Text Similarity Measures

Jannis Vamvas, Rico Sennrich

NarraSum: A Large-Scale Dataset for Abstractive Narrative Summarization

Chao Zhao, Faeze Brahman, Kaiqiang Song, Wenlin Yao, Dian Yu

Grape: Knowledge Graph Enhanced Passage Reader for Open-domain Question Answering

Mingxuan Ju, Wenhao Yu, Tong Zhao, Chuxu Zhang, Yanfang Ye

Utilizing Language-Image Pretraining for Efficient and Robust Bilingual Word Alignment

Tuan Dinh, Jy-yong Sohn, Shashank Rajput, Timothy Ossowski, Yifei Ming

Does Simultaneous Speech Translation need Simultaneous Models?

Sara Papi, Marco Gaido, Matteo Negri, Marco Turchi

Conditioned Masked Language and Image Modeling for Image-Text Dense Retrieval

Ziyang Luo, Yadong Xi, Rongsheng Zhang, Gongzheng Li, Zeng Zhao

Soft-Labeled Contrastive Pre-Training for Function-Level Code Representation

Xiaonan Li, Daya Guo, Yeyun Gong, Yun Lin, Yelong Shen

Clip-Tuning: Towards Derivative-free Prompt Learning with a Mixture of Rewards

Yekun Chai, Shuohuan Wang, Yu Sun, Hao Tian, Hua Wu

Acceptability Judgements via Examining the Topology of Attention Maps

Daniil Cherniavskii, Eduard Tulchinskii, Vladislav Mikhailov, Irina Proskurina, Laida Kushnareva

KE-GCL: Knowledge Enhanced Graph Contrastive Learning for Commonsense Question Answering

Lihui Zhang, Ruifan Li

Sparse Mixers: Combining MoE and Mixing to build a more efficient BERT

James Lee-Thorp, Joshua Ainslie

Improving Semantic Matching through Dependency-Enhanced Pre-trained Model with Adaptive Fusion

Jian Song, Di Liang, Rumei Li, Yuntao Li, Sirui Wang

Automatic Rule Induction for Efficient Semi-Supervised Learning

Reid Pryzant, Ziyi Yang, Yichong Xu, Chenguang Zhu, Michael Zeng

Commonsense Knowledge Salience Evaluation with a Benchmark Dataset in E-commerce

Yincen Qu, Ningyu Zhang, Hui Chen, Zelin Dai, Chengming Wang

LogicSolver: Towards Interpretable Math Word Problem Solving with Logical Prompt-enhanced Learning

Zhicheng Yang, Jinghui Qin, Jiaqi Chen, Liang Lin, Xiaodan Liang

Topic Modeling by Clustering Language Model Embeddings: Human Validation on an Industry Dataset

Anton Eklund, Mona Forsman

Large-scale Machine Translation for Indian Languages in E-commerce under Low Resource Constraints

Amey Patil, Nikesh Garera

Biomedical NER for the Enterprise with Distillated BERN2 and the Kazu Framework

Wonjin Yoon, Richard Jackson, Elliot Ford, Vladimir Poroshin, Jaewoo Kang

Domain Adaptation of Machine Translation with Crowdworkers

Makoto Morishita, Jun Suzuki, Masaaki Nagata

A Comprehensive Evaluation of Biomedical Entity-centric Search

Elena Tutubalina, Zulfat Miftahutdinov, Vladimir Muravlev, Anastasia Shneyderman

PILE: Pairwise Iterative Logits Ensemble for Multi-Teacher Labeled Distillation

Lianshang Cai, Linhao Zhang, Dehong Ma, Jun Fan, Daiting Shi

End-to-End Speech to Intent Prediction to improve E-commerce Customer Support Voicebot in Hindi and English

Abhinav Goyal, Anupam Singh, Nikesh Garera

A Stacking-based Efficient Method for Toxic Language Detection on Live Streaming Chat

Yuto Oikawa, Yuki Nakayama, Koji Murakami

Revisiting and Advancing Chinese Natural Language Understanding with Accelerated Heterogeneous Knowledge Pre-training

Taolin Zhang, Junwei Dong, Jianing Wang, Chengyu Wang, Ang Wang

SimANS: Simple Ambiguous Negatives Sampling for Dense Text Retrieval

Kun Zhou, Yeyun Gong, Xiao Liu, Wayne Xin Zhao, Yelong Shen

Deploying Unified BERT Moderation Model for E-Commerce Reviews

Ravindra Nayak, Nikesh Garera

Full-Stack Information Extraction System for Cybersecurity Intelligence

Youngja Park, Taesung Lee

Dense Feature Memory Augmented Transformers for COVID-19 Vaccination Search Classification

Jai Gupta, Yi Tay, Chaitanya Kamath, Vinh Tran, Donald Metzler

PLATO-Ad: A Unified Advertisement Text Generation Framework with Multi-Task Prompt Learning

Zeyang Lei, Chao Zhang, Xinchao Xu, Wenquan Wu, Zheng-Yu Niu

Distinguish Sense from Nonsense: Out-of-Scope Detection for Virtual Assistants

Cheng Qian, Haode Qi, Gengyu Wang, Ladislav Kunc, Saloni Potdar

QUILL: Query Intent with Large Language Models using Retrieval Augmentation and Multi-stage Distillation

Krishna Srinivasan, Karthik Raman, Anupam Samanta, Lingrui Liao, Luca Bertelli

Entity-level Sentiment Analysis in Contact Center Telephone Conversations

Xue-yong Fu, Cheng Chen, Md Tahmid Rahman Laskar, Shayna Gardiner, Pooja Hiranandani

CGF: Constrained Generation Framework for Query Rewriting in Conversational AI

Jie Hao, Yang Liu, Xing Fan, Saurabh Gupta, Saleh Soltan

Prototype-Representations for Training Data Filtering in Weakly-Supervised Information Extraction

Nasser Zalmout, Xian Li

Fact Checking Machine Generated Text with Dependency Trees

Alex Estes, Nikhita Vedula, Marcus Collins, Matt Cecil, Oleg Rokhlenko

Zero-Shot Dynamic Quantization for Transformer Inference

Yousef El-Kurdi, Jerry Quinn, Avi Sil

Bringing the State-of-the-Art to Customers: A Neural Agent Assistant Framework for Customer Service Support

Stephen Obadinma, Faiza Khan Khattak, Shirley Wang, Tania Sidhom, Elaine Lau

Distilling Multilingual Transformers into CNNs for Scalable Intent Classification

Besnik Fetahu, Akash Veeragouni, Oleg Rokhlenko, Shervin Malmasi

Multimodal Context Carryover

Prashan Wanigasekara, Nalin Gupta, Fan Yang, Emre Barut, Zeynab Raeesy

Fast Vocabulary Transfer for Language Model Compression

Leonidas Gee, Andrea Zugarini, Leonardo Rigutini, Paolo Torroni

PAIGE: Personalized Adaptive Interactions Graph Encoder for Query Rewriting in Dialogue Systems

Daniel Biś, Saurabh Gupta, Jie Hao, Xing Fan, Chenlei Guo

Developing Prefix-Tuning Models for Hierarchical Text Classification

Lei Chen, Houwei Chou, Xiaodan Zhu

Improving Precancerous Case Characterization via Transformer-based Ensemble Learning

Yizhen Zhong, Jiajie Xiao, Thomas Vetterli, Mahan Matin, Ellen Loo

Improving Large-Scale Conversational Assistants using Model Interpretation based Training Sample Selection

Stefan Schroedl, Manoj Kumar, Kiana Hajebi, Morteza Ziyadi, Sriram Venkatapathy

Reinforced Question Rewriting for Conversational Question Answering

Zhiyu Chen, Jie Zhao, Anjie Fang, Besnik Fetahu, Oleg Rokhlenko

Named Entity Recognition in Industrial Tables using Tabular Language Models

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

Meta-learning Pathologies from Radiology Reports using Variance Aware Prototypical Networks

Arijit Sehanobish, Kawshik Kannan, Nabila Abraham, Anasuya Das, Benjamin Odry

Learning Geolocations for Cold-Start and Hard-to-Resolve Addresses via Deep Metric Learning

Govind, Saurabh Sohoney

Unsupervised Dense Retrieval for Scientific Articles

Dan Li, Vikrant Yadav, Zubair Afzal, George Tsatsaronis

Improving Text-to-SQL Semantic Parsing with Fine-grained Query Understanding

Jun Wang, Patrick Ng, Alexander Hanbo Li, Jiarong Jiang, Zhiguo Wang

Controlled Language Generation for Language Learning Items

Kevin Stowe, Debanjan Ghosh, Mengxuan Zhao

SpeechNet: Weakly Supervised, End-to-End Speech Recognition at Industrial Scale

Raphael Tang, Karun Kumar, Gefei Yang, Akshat Pandey, Yajie Mao

Automatic Scene-based Topic Channel Construction System for E-Commerce

Peng Lin, Yanyan Zou, Lingfei Wu, Mian Ma, Zhuoye Ding

Is it out yet? Automatic Future Product Releases Extraction from Web Data

Gilad Fuchs, Ido Ben-Shaul, Matan Mandelbrod

Semi-supervised Adversarial Text Generation based on Seq2Seq models

Hieu Le, Dieu-Thu Le, Verena Weber, Chris Church, Kay Rottmann

Grafting Pre-trained Models for Multimodal Headline Generation

Lingfeng Qiao, Chen Wu, Ye Liu, Haoyuan Peng, Di Yin

Tractable & Coherent Multi-Document Summarization: Discrete Optimization of Multiple Neural Modeling Streams via Integer Linear Programming

Litton J Kurisinkel, Nancy Chen

CoCoID: Learning Contrastive Representations and Compact Clusters for Semi-Supervised Intent Discovery

Qian Cao, Deyi Xiong, Qinlong Wang, Xia Peng

Gaining Insights into Unrecognized User Utterances in Task-Oriented Dialog Systems

Ella Rabinovich, Matan Vetzler, David Boaz, Vineet Kumar, Gaurav Pandey

SLATE: A Sequence Labeling Approach for Task Extraction from Free-form Inked Content

Apurva Gandhi, Ryan Serrao, Biyi Fang, Gilbert Antonius, Jenna Hong

Iterative Stratified Testing and Measurement for Automated Model Updates

Elizabeth Dekeyser, Nicholas Comment, Shermin Pei, Rajat Kumar, Shruti Rai

Multi-Tenant Optimization For Few-Shot Task-Oriented FAQ Retrieval

Asha Vishwanathan, Rajeev Warrier, Gautham Vadakkekara Suresh, Chandra Shekhar Kandpal

Tackling Temporal Questions in Natural Language Interface to Databases

Ngoc Phuoc An Vo, Octavian Popescu, Irene Manotas, Vadim Sheinin

Deploying a Retrieval based Response Model for Task Oriented Dialogues

Lahari Poddar, György Szarvas, Cheng Wang, Jorge Balazs, Pavel Danchenko

Cross-Encoder Data Annotation for Bi-Encoder Based Product Matching

Justin Chiu, Keiji Shinzato

Unsupervised training data re-weighting for natural language understanding with local distribution approximation

Jose Garrido Ramas, Dieu-Thu Le, Bei Chen, Manoj Kumar, Kay Rottmann

Calibrating Imbalanced Classifiers with Focal Loss: An Empirical Study

Cheng Wang, Jorge Balazs, György Szarvas, Patrick Ernst, Lahari Poddar

Exploiting In-Domain Bilingual Corpora for Zero-Shot Transfer Learning in NLU of Intra-Sentential Code-Switching Chatbot Interactions

Maia Aguirre, Manex Serras, Laura García-sardiña, Jacobo López-fernández, Ariane Méndez

Knowledge Distillation Transfer Sets and their Impact on Downstream NLU Tasks

Charith Peris, Lizhen Tan, Thomas Gueudre, Turan Gojayev, Pan Wei

Towards Need-Based Spoken Language Understanding Model Updates: What Have We Learned?

Quynh Do, Judith Gaspers, Daniil Sorokin, Patrick Lehnen

Consultation Checklists: Standardising the Human Evaluation of Medical Note Generation

Aleksandar Savkov, Francesco Moramarco, Alex Papadopoulos Korfiatis, Mark Perera, Anya Belz

Ask-and-Verify: Span Candidate Generation and Verification for Attribute Value Extraction

Yifan Ding, Yan Liang, Nasser Zalmout, Xian Li, Christan Grant

Machine translation impact in E-commerce multilingual search

Bryan Zhang, Amita Misra

PENTATRON: PErsonalized coNText-Aware Transformer for Retrieval-based cOnversational uNderstanding

Niranjan Uma Naresh, Ziyan Jiang, Ankit, Sungjin Lee, Jie Hao

Accelerating the Discovery of Semantic Associations from Medical Literature: Mining Relations Between Diseases and Symptoms

Alberto Purpura, Francesca Bonin, Joao Bettencourt-silva

Knowledge Distillation based Contextual Relevance Matching for E-commerce Product Search

Ziyang Liu, Chaokun Wang, Hao Feng, Lingfei Wu, Liqun Yang

Augmenting Operations Research with Auto-Formulation of Optimization Models From Problem Descriptions

Rindra Ramamonjison, Haley Li, Timothy Yu, Shiqi He, Vishnu Rengan

A Hybrid Approach to Cross-lingual Product Review Summarization

Saleh Soltan, Victor Soto, Ke Tran, Wael Hamza

DynaMaR: Dynamic Prompt with Mask Token Representation

Xiaodi Sun, Sunny Rajagopalan, Priyanka Nigam, Weiyi Lu, Yi Xu

Unsupervised Term Extraction for Highly Technical Domains

Francesco Fusco, Peter Staar, Diego Antognini

TextBox 2.0: A Text Generation Library with Pre-trained Language Models

Tianyi Tang, Junyi Li, Zhipeng Chen, Yiwen Hu, Zhuohao Yu

ALToolbox: A Set of Tools for Active Learning Annotation of Natural Language Texts

Akim Tsvigun, Leonid Sanochkin, Daniil Larionov, Gleb Kuzmin, Artem Vazhentsev

BMCook: A Task-agnostic Compression Toolkit for Big Models

Zhengyan Zhang, Baitao Gong, Yingfa Chen, Xu Han, Guoyang Zeng

Snoopy: An Online Interface for Exploring the Effect of Pretraining Term Frequencies on Few-Shot LM Performance

Yasaman Razeghi, Raja Sekhar Reddy Mekala, Robert L Logan IV, Matt Gardner, Sameer Singh

Paraphrastic Representations at Scale

John Wieting, Kevin Gimpel, Graham Neubig, Taylor Berg-Kirkpatrick

Hands-On Interactive Neuro-Symbolic NLP with DRaiL

Maria Leonor Pacheco, Shamik Roy, Dan Goldwasser

SEAL: Interactive Tool for Systematic Error Analysis and Labeling

Nazneen Rajani, Weixin Liang, Lingjiao Chen, Margaret Mitchell, James Zou

FALTE: A Toolkit for Fine-grained Annotation for Long Text Evaluation

Tanya Goyal, Junyi Jessy Li, Greg Durrett

KGxBoard: Explainable and Interactive Leaderboard for Evaluation of Knowledge Graph Completion Models

Haris Widjaja, Kiril Gashteovski, Wiem Ben Rim, Pengfei Liu, Christopher Malon

POTATO: The Portable Text Annotation Tool

Jiaxin Pei, Aparna Ananthasubramaniam, Xingyao Wang, Naitian Zhou, Apostolos Dedeloudis

Camelira: An Arabic Multi-Dialect Morphological Disambiguator

Ossama Obeid, Go Inoue, Nizar Habash

SynKB: Semantic Search for Synthetic Procedures

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

Azimuth: Systematic Error Analysis for Text Classification

Gabrielle Gauthier-melancon, Orlando Marquez Ayala, Lindsay Brin, Chris Tyler, Frederic Branchaud-Charron

Twitter-Demographer: A Flow-based Tool to Enrich Twitter Data

Federico Bianchi, Vincenzo Cutrona, Dirk Hovy

KGI: An Integrated Framework for Knowledge Intensive Language Tasks

Md Faisal Mahbub Chowdhury, Michael Glass, Gaetano Rossiello, Alfio Gliozzo, Nandana Mihindukulasooriya

GEMv2: Multilingual NLG Benchmarking in a Single Line of Code

Sebastian Gehrmann, Abhik Bhattacharjee, Abinaya Mahendiran, Alex Wang, Alexandros Papangelis

stopes - Modular Machine Translation Pipelines

Pierre Andrews, Guillaume Wenzek, Kevin Heffernan, Onur Çelebi, Anna Sun

LogiTorch: A PyTorch-based library for logical reasoning on natural language

Chadi Helwe, Chloé Clavel, Fabian Suchanek

Arabic Word-level Readability Visualization for Assisted Text Simplification

Reem Hazim, Hind Saddiki, Bashar Alhafni, Muhamed Al Khalil, Nizar Habash

SUMMARY WORKBENCH: Unifying Application and Evaluation of Text Summarization Models

Shahbaz Syed, Dominik Schwabe, Martin Potthast