Proceedings of the 2022 Conference on Empirical Methods in Natural Language Processing: Industry Track

Proceedings of the 2022 Conference on Empirical Methods in Natural Language Processing: Industry Track Yunyao Li editor Angeliki Lazaridou editor 2022-12 Association for Computational Linguistics Abu Dhabi, UAE text conference publication emnlp-2022-empirical 10.18653/v1/2022.emnlp-industry.0 https://aclanthology.org/2022.emnlp-industry.0/ Unsupervised Term Extraction for Highly Technical Domains Francesco Fusco author Peter Staar author Diego Antognini author 2022-12 text Proceedings of the 2022 Conference on Empirical Methods in Natural Language Processing: Industry Track Yunyao Li editor Angeliki Lazaridou editor Association for Computational Linguistics Abu Dhabi, UAE conference publication fusco-etal-2022-unsupervised 10.18653/v1/2022.emnlp-industry.1 https://aclanthology.org/2022.emnlp-industry.1/ 2022-12 1 8 DynaMaR: Dynamic Prompt with Mask Token Representation Xiaodi Sun author Sunny Rajagopalan author Priyanka Nigam author Weiyi Lu author Yi Xu author Iman Keivanloo author Belinda Zeng author Trishul Chilimbi author 2022-12 text Proceedings of the 2022 Conference on Empirical Methods in Natural Language Processing: Industry Track Yunyao Li editor Angeliki Lazaridou editor Association for Computational Linguistics Abu Dhabi, UAE conference publication sun-etal-2022-dynamar 10.18653/v1/2022.emnlp-industry.2 https://aclanthology.org/2022.emnlp-industry.2/ 2022-12 9 17 A Hybrid Approach to Cross-lingual Product Review Summarization Saleh Soltan author Victor Soto author Ke Tran author Wael Hamza author 2022-12 text Proceedings of the 2022 Conference on Empirical Methods in Natural Language Processing: Industry Track Yunyao Li editor Angeliki Lazaridou editor Association for Computational Linguistics Abu Dhabi, UAE conference publication soltan-etal-2022-hybrid 10.18653/v1/2022.emnlp-industry.3 https://aclanthology.org/2022.emnlp-industry.3/ 2022-12 18 28 Augmenting Operations Research with Auto-Formulation of Optimization Models From Problem Descriptions Rindra Ramamonjison author Haley Li author Timothy Yu author Shiqi He author Vishnu Rengan author Amin Banitalebi-dehkordi author Zirui Zhou author Yong Zhang author 2022-12 text Proceedings of the 2022 Conference on Empirical Methods in Natural Language Processing: Industry Track Yunyao Li editor Angeliki Lazaridou editor Association for Computational Linguistics Abu Dhabi, UAE conference publication ramamonjison-etal-2022-augmenting 10.18653/v1/2022.emnlp-industry.4 https://aclanthology.org/2022.emnlp-industry.4/ 2022-12 29 62 Knowledge Distillation based Contextual Relevance Matching for E-commerce Product Search Ziyang Liu author Chaokun Wang author Hao Feng author Lingfei Wu author Liqun Yang author 2022-12 text Proceedings of the 2022 Conference on Empirical Methods in Natural Language Processing: Industry Track Yunyao Li editor Angeliki Lazaridou editor Association for Computational Linguistics Abu Dhabi, UAE conference publication liu-etal-2022-knowledge 10.18653/v1/2022.emnlp-industry.5 https://aclanthology.org/2022.emnlp-industry.5/ 2022-12 63 76 Accelerating the Discovery of Semantic Associations from Medical Literature: Mining Relations Between Diseases and Symptoms Alberto Purpura author Francesca Bonin author Joao Bettencourt-silva author 2022-12 text Proceedings of the 2022 Conference on Empirical Methods in Natural Language Processing: Industry Track Yunyao Li editor Angeliki Lazaridou editor Association for Computational Linguistics Abu Dhabi, UAE conference publication purpura-etal-2022-accelerating 10.18653/v1/2022.emnlp-industry.6 https://aclanthology.org/2022.emnlp-industry.6/ 2022-12 77 89 PENTATRON: PErsonalized coNText-Aware Transformer for Retrieval-based cOnversational uNderstanding Niranjan Uma Naresh author Ziyan Jiang author Ankit author Sungjin Lee author Jie Hao author Xing Fan author Chenlei Guo author 2022-12 text Proceedings of the 2022 Conference on Empirical Methods in Natural Language Processing: Industry Track Yunyao Li editor Angeliki Lazaridou editor Association for Computational Linguistics Abu Dhabi, UAE conference publication uma-naresh-etal-2022-pentatron 10.18653/v1/2022.emnlp-industry.7 https://aclanthology.org/2022.emnlp-industry.7/ 2022-12 90 98 Machine translation impact in E-commerce multilingual search Bryan Zhang author Amita Misra author 2022-12 text Proceedings of the 2022 Conference on Empirical Methods in Natural Language Processing: Industry Track Yunyao Li editor Angeliki Lazaridou editor Association for Computational Linguistics Abu Dhabi, UAE conference publication zhang-misra-2022-machine 10.18653/v1/2022.emnlp-industry.8 https://aclanthology.org/2022.emnlp-industry.8/ 2022-12 99 109 Ask-and-Verify: Span Candidate Generation and Verification for Attribute Value Extraction Yifan Ding author Yan Liang author Nasser Zalmout author Xian Li author Christan Grant author Tim Weninger author 2022-12 text Proceedings of the 2022 Conference on Empirical Methods in Natural Language Processing: Industry Track Yunyao Li editor Angeliki Lazaridou editor Association for Computational Linguistics Abu Dhabi, UAE conference publication ding-etal-2022-ask 10.18653/v1/2022.emnlp-industry.9 https://aclanthology.org/2022.emnlp-industry.9/ 2022-12 110 110 Consultation Checklists: Standardising the Human Evaluation of Medical Note Generation Aleksandar Savkov author Francesco Moramarco author Alex Papadopoulos Korfiatis author Mark Perera author Anya Belz author Ehud Reiter author 2022-12 text Proceedings of the 2022 Conference on Empirical Methods in Natural Language Processing: Industry Track Yunyao Li editor Angeliki Lazaridou editor Association for Computational Linguistics Abu Dhabi, UAE conference publication savkov-etal-2022-consultation 10.18653/v1/2022.emnlp-industry.10 https://aclanthology.org/2022.emnlp-industry.10/ 2022-12 111 120 Towards Need-Based Spoken Language Understanding Model Updates: What Have We Learned? Quynh Do author Judith Gaspers author Daniil Sorokin author Patrick Lehnen author 2022-12 text Proceedings of the 2022 Conference on Empirical Methods in Natural Language Processing: Industry Track Yunyao Li editor Angeliki Lazaridou editor Association for Computational Linguistics Abu Dhabi, UAE conference publication do-etal-2022-towards 10.18653/v1/2022.emnlp-industry.11 https://aclanthology.org/2022.emnlp-industry.11/ 2022-12 121 127 Knowledge Distillation Transfer Sets and their Impact on Downstream NLU Tasks Charith Peris author Lizhen Tan author Thomas Gueudre author Turan Gojayev author Pan Wei author Gokmen Oz author 2022-12 text Proceedings of the 2022 Conference on Empirical Methods in Natural Language Processing: Industry Track Yunyao Li editor Angeliki Lazaridou editor Association for Computational Linguistics Abu Dhabi, UAE conference publication peris-etal-2022-knowledge 10.18653/v1/2022.emnlp-industry.12 https://aclanthology.org/2022.emnlp-industry.12/ 2022-12 128 137 Exploiting In-Domain Bilingual Corpora for Zero-Shot Transfer Learning in NLU of Intra-Sentential Code-Switching Chatbot Interactions Maia Aguirre author Manex Serras author Laura García-sardiña author Jacobo López-fernández author Ariane Méndez author Arantza Del Pozo author 2022-12 text Proceedings of the 2022 Conference on Empirical Methods in Natural Language Processing: Industry Track Yunyao Li editor Angeliki Lazaridou editor Association for Computational Linguistics Abu Dhabi, UAE conference publication aguirre-etal-2022-exploiting 10.18653/v1/2022.emnlp-industry.13 https://aclanthology.org/2022.emnlp-industry.13/ 2022-12 138 144 Calibrating Imbalanced Classifiers with Focal Loss: An Empirical Study Cheng Wang author Jorge Balazs author György Szarvas author Patrick Ernst author Lahari Poddar author Pavel Danchenko author 2022-12 text Proceedings of the 2022 Conference on Empirical Methods in Natural Language Processing: Industry Track Yunyao Li editor Angeliki Lazaridou editor Association for Computational Linguistics Abu Dhabi, UAE conference publication wang-etal-2022-calibrating 10.18653/v1/2022.emnlp-industry.14 https://aclanthology.org/2022.emnlp-industry.14/ 2022-12 145 153 Unsupervised training data re-weighting for natural language understanding with local distribution approximation Jose Garrido Ramas author Dieu-thu Le author Bei Chen author Manoj Kumar author Kay Rottmann author 2022-12 text Proceedings of the 2022 Conference on Empirical Methods in Natural Language Processing: Industry Track Yunyao Li editor Angeliki Lazaridou editor Association for Computational Linguistics Abu Dhabi, UAE conference publication garrido-ramas-etal-2022-unsupervised 10.18653/v1/2022.emnlp-industry.15 https://aclanthology.org/2022.emnlp-industry.15/ 2022-12 154 160 Cross-Encoder Data Annotation for Bi-Encoder Based Product Matching Justin Chiu author Keiji Shinzato author 2022-12 text Proceedings of the 2022 Conference on Empirical Methods in Natural Language Processing: Industry Track Yunyao Li editor Angeliki Lazaridou editor Association for Computational Linguistics Abu Dhabi, UAE conference publication chiu-shinzato-2022-cross 10.18653/v1/2022.emnlp-industry.16 https://aclanthology.org/2022.emnlp-industry.16/ 2022-12 161 168 Deploying a Retrieval based Response Model for Task Oriented Dialogues Lahari Poddar author György Szarvas author Cheng Wang author Jorge Balazs author Pavel Danchenko author Patrick Ernst author 2022-12 text Proceedings of the 2022 Conference on Empirical Methods in Natural Language Processing: Industry Track Yunyao Li editor Angeliki Lazaridou editor Association for Computational Linguistics Abu Dhabi, UAE conference publication poddar-etal-2022-deploying 10.18653/v1/2022.emnlp-industry.17 https://aclanthology.org/2022.emnlp-industry.17/ 2022-12 169 178 Tackling Temporal Questions in Natural Language Interface to Databases Ngoc Phuoc An Vo author Octavian Popescu author Irene Manotas author Vadim Sheinin author 2022-12 text Proceedings of the 2022 Conference on Empirical Methods in Natural Language Processing: Industry Track Yunyao Li editor Angeliki Lazaridou editor Association for Computational Linguistics Abu Dhabi, UAE conference publication vo-etal-2022-tackling 10.18653/v1/2022.emnlp-industry.18 https://aclanthology.org/2022.emnlp-industry.18/ 2022-12 179 187 Multi-Tenant Optimization For Few-Shot Task-Oriented FAQ Retrieval Asha Vishwanathan author Rajeev Warrier author Gautham Vadakkekara Suresh author Chandra Shekhar Kandpal author 2022-12 text Proceedings of the 2022 Conference on Empirical Methods in Natural Language Processing: Industry Track Yunyao Li editor Angeliki Lazaridou editor Association for Computational Linguistics Abu Dhabi, UAE conference publication vishwanathan-etal-2022-multi 10.18653/v1/2022.emnlp-industry.19 https://aclanthology.org/2022.emnlp-industry.19/ 2022-12 188 197 Iterative Stratified Testing and Measurement for Automated Model Updates Elizabeth Dekeyser author Nicholas Comment author Shermin Pei author Rajat Kumar author Shruti Rai author Fengtao Wu author Lisa Haverty author Kanna Shimizu author 2022-12 text Proceedings of the 2022 Conference on Empirical Methods in Natural Language Processing: Industry Track Yunyao Li editor Angeliki Lazaridou editor Association for Computational Linguistics Abu Dhabi, UAE conference publication dekeyser-etal-2022-iterative 10.18653/v1/2022.emnlp-industry.20 https://aclanthology.org/2022.emnlp-industry.20/ 2022-12 198 205 SLATE: A Sequence Labeling Approach for Task Extraction from Free-form Inked Content Apurva Gandhi author Ryan Serrao author Biyi Fang author Gilbert Antonius author Jenna Hong author Tra My Nguyen author Sheng Yi author Ehi Nosakhare author Irene Shaffer author Soundararajan Srinivasan author 2022-12 text Proceedings of the 2022 Conference on Empirical Methods in Natural Language Processing: Industry Track Yunyao Li editor Angeliki Lazaridou editor Association for Computational Linguistics Abu Dhabi, UAE conference publication gandhi-etal-2022-slate 10.18653/v1/2022.emnlp-industry.21 https://aclanthology.org/2022.emnlp-industry.21/ 2022-12 206 217 Gaining Insights into Unrecognized User Utterances in Task-Oriented Dialog Systems Ella Rabinovich author Matan Vetzler author David Boaz author Vineet Kumar author Gaurav Pandey author Ateret Anaby Tavor author 2022-12 text Proceedings of the 2022 Conference on Empirical Methods in Natural Language Processing: Industry Track Yunyao Li editor Angeliki Lazaridou editor Association for Computational Linguistics Abu Dhabi, UAE conference publication rabinovich-etal-2022-gaining 10.18653/v1/2022.emnlp-industry.22 https://aclanthology.org/2022.emnlp-industry.22/ 2022-12 218 225 CoCoID: Learning Contrastive Representations and Compact Clusters for Semi-Supervised Intent Discovery Qian Cao author Deyi Xiong author Qinlong Wang author Xia Peng author 2022-12 text Proceedings of the 2022 Conference on Empirical Methods in Natural Language Processing: Industry Track Yunyao Li editor Angeliki Lazaridou editor Association for Computational Linguistics Abu Dhabi, UAE conference publication cao-etal-2022-cocoid 10.18653/v1/2022.emnlp-industry.23 https://aclanthology.org/2022.emnlp-industry.23/ 2022-12 226 236 Tractable & Coherent Multi-Document Summarization: Discrete Optimization of Multiple Neural Modeling Streams via Integer Linear Programming Litton J Kurisinkel author Nancy Chen author 2022-12 text Proceedings of the 2022 Conference on Empirical Methods in Natural Language Processing: Industry Track Yunyao Li editor Angeliki Lazaridou editor Association for Computational Linguistics Abu Dhabi, UAE conference publication j-kurisinkel-chen-2022-tractable 10.18653/v1/2022.emnlp-industry.24 https://aclanthology.org/2022.emnlp-industry.24/ 2022-12 237 243 Grafting Pre-trained Models for Multimodal Headline Generation Lingfeng Qiao author Chen Wu author Ye Liu author Haoyuan Peng author Di Yin author Bo Ren author 2022-12 text Proceedings of the 2022 Conference on Empirical Methods in Natural Language Processing: Industry Track Yunyao Li editor Angeliki Lazaridou editor Association for Computational Linguistics Abu Dhabi, UAE conference publication qiao-etal-2022-grafting 10.18653/v1/2022.emnlp-industry.25 https://aclanthology.org/2022.emnlp-industry.25/ 2022-12 244 253 Semi-supervised Adversarial Text Generation based on Seq2Seq models Hieu Le author Dieu-thu Le author Verena Weber author Chris Church author Kay Rottmann author Melanie Bradford author Peter Chin author 2022-12 text Proceedings of the 2022 Conference on Empirical Methods in Natural Language Processing: Industry Track Yunyao Li editor Angeliki Lazaridou editor Association for Computational Linguistics Abu Dhabi, UAE conference publication le-etal-2022-semi 10.18653/v1/2022.emnlp-industry.26 https://aclanthology.org/2022.emnlp-industry.26/ 2022-12 254 262 Is it out yet? Automatic Future Product Releases Extraction from Web Data Gilad Fuchs author Ido Ben-shaul author Matan Mandelbrod author 2022-12 text Proceedings of the 2022 Conference on Empirical Methods in Natural Language Processing: Industry Track Yunyao Li editor Angeliki Lazaridou editor Association for Computational Linguistics Abu Dhabi, UAE conference publication fuchs-etal-2022-yet 10.18653/v1/2022.emnlp-industry.27 https://aclanthology.org/2022.emnlp-industry.27/ 2022-12 263 271 Automatic Scene-based Topic Channel Construction System for E-Commerce Peng Lin author Yanyan Zou author Lingfei Wu author Mian Ma author Zhuoye Ding author Bo Long author 2022-12 text Proceedings of the 2022 Conference on Empirical Methods in Natural Language Processing: Industry Track Yunyao Li editor Angeliki Lazaridou editor Association for Computational Linguistics Abu Dhabi, UAE conference publication lin-etal-2022-automatic-scene 10.18653/v1/2022.emnlp-industry.28 https://aclanthology.org/2022.emnlp-industry.28/ 2022-12 272 284 SpeechNet: Weakly Supervised, End-to-End Speech Recognition at Industrial Scale Raphael Tang author Karun Kumar author Gefei Yang author Akshat Pandey author Yajie Mao author Vladislav Belyaev author Madhuri Emmadi author Craig Murray author Ferhan Ture author Jimmy Lin author 2022-12 text Proceedings of the 2022 Conference on Empirical Methods in Natural Language Processing: Industry Track Yunyao Li editor Angeliki Lazaridou editor Association for Computational Linguistics Abu Dhabi, UAE conference publication tang-etal-2022-speechnet 10.18653/v1/2022.emnlp-industry.29 https://aclanthology.org/2022.emnlp-industry.29/ 2022-12 285 293 Controlled Language Generation for Language Learning Items Kevin Stowe author Debanjan Ghosh author Mengxuan Zhao author 2022-12 text Proceedings of the 2022 Conference on Empirical Methods in Natural Language Processing: Industry Track Yunyao Li editor Angeliki Lazaridou editor Association for Computational Linguistics Abu Dhabi, UAE conference publication stowe-etal-2022-controlled 10.18653/v1/2022.emnlp-industry.30 https://aclanthology.org/2022.emnlp-industry.30/ 2022-12 294 305 Improving Text-to-SQL Semantic Parsing with Fine-grained Query Understanding Jun Wang author Patrick Ng author Alexander Hanbo Li author Jiarong Jiang author Zhiguo Wang author Bing Xiang author Ramesh Nallapati author Sudipta Sengupta author 2022-12 text Proceedings of the 2022 Conference on Empirical Methods in Natural Language Processing: Industry Track Yunyao Li editor Angeliki Lazaridou editor Association for Computational Linguistics Abu Dhabi, UAE conference publication wang-etal-2022-improving-text 10.18653/v1/2022.emnlp-industry.31 https://aclanthology.org/2022.emnlp-industry.31/ 2022-12 306 312 Unsupervised Dense Retrieval for Scientific Articles Dan Li author Vikrant Yadav author Zubair Afzal author George Tsatsaronis author 2022-12 text Proceedings of the 2022 Conference on Empirical Methods in Natural Language Processing: Industry Track Yunyao Li editor Angeliki Lazaridou editor Association for Computational Linguistics Abu Dhabi, UAE conference publication li-etal-2022-unsupervised-dense 10.18653/v1/2022.emnlp-industry.32 https://aclanthology.org/2022.emnlp-industry.32/ 2022-12 313 321 Learning Geolocations for Cold-Start and Hard-to-Resolve Addresses via Deep Metric Learning Govind author Saurabh Sohoney author 2022-12 text Proceedings of the 2022 Conference on Empirical Methods in Natural Language Processing: Industry Track Yunyao Li editor Angeliki Lazaridou editor Association for Computational Linguistics Abu Dhabi, UAE conference publication govind-sohoney-2022-learning 10.18653/v1/2022.emnlp-industry.33 https://aclanthology.org/2022.emnlp-industry.33/ 2022-12 322 331 Meta-learning Pathologies from Radiology Reports using Variance Aware Prototypical Networks Arijit Sehanobish author Kawshik Kannan author Nabila Abraham author Anasuya Das author Benjamin Odry author 2022-12 text Proceedings of the 2022 Conference on Empirical Methods in Natural Language Processing: Industry Track Yunyao Li editor Angeliki Lazaridou editor Association for Computational Linguistics Abu Dhabi, UAE conference publication sehanobish-etal-2022-meta 10.18653/v1/2022.emnlp-industry.34 https://aclanthology.org/2022.emnlp-industry.34/ 2022-12 332 347 Named Entity Recognition in Industrial Tables using Tabular Language Models Aneta Koleva author Martin Ringsquandl author Mark Buckley author Rakeb Hasan author Volker Tresp author 2022-12 text Proceedings of the 2022 Conference on Empirical Methods in Natural Language Processing: Industry Track Yunyao Li editor Angeliki Lazaridou editor Association for Computational Linguistics Abu Dhabi, UAE conference publication koleva-etal-2022-named 10.18653/v1/2022.emnlp-industry.35 https://aclanthology.org/2022.emnlp-industry.35/ 2022-12 348 356 Reinforced Question Rewriting for Conversational Question Answering Zhiyu Chen author Jie Zhao author Anjie Fang author Besnik Fetahu author Oleg Rokhlenko author Shervin Malmasi author 2022-12 text Proceedings of the 2022 Conference on Empirical Methods in Natural Language Processing: Industry Track Yunyao Li editor Angeliki Lazaridou editor Association for Computational Linguistics Abu Dhabi, UAE conference publication chen-etal-2022-reinforced 10.18653/v1/2022.emnlp-industry.36 https://aclanthology.org/2022.emnlp-industry.36/ 2022-12 357 370 Improving Large-Scale Conversational Assistants using Model Interpretation based Training Sample Selection Stefan Schroedl author Manoj Kumar author Kiana Hajebi author Morteza Ziyadi author Sriram Venkatapathy author Anil Ramakrishna author Rahul Gupta author Pradeep Natarajan author 2022-12 text Proceedings of the 2022 Conference on Empirical Methods in Natural Language Processing: Industry Track Yunyao Li editor Angeliki Lazaridou editor Association for Computational Linguistics Abu Dhabi, UAE conference publication schroedl-etal-2022-improving 10.18653/v1/2022.emnlp-industry.37 https://aclanthology.org/2022.emnlp-industry.37/ 2022-12 371 378 Improving Precancerous Case Characterization via Transformer-based Ensemble Learning Yizhen Zhong author Jiajie Xiao author Thomas Vetterli author Mahan Matin author Ellen Loo author Jimmy Lin author Richard Bourgon author Ofer Shapira author 2022-12 text Proceedings of the 2022 Conference on Empirical Methods in Natural Language Processing: Industry Track Yunyao Li editor Angeliki Lazaridou editor Association for Computational Linguistics Abu Dhabi, UAE conference publication zhong-etal-2022-improving-precancerous 10.18653/v1/2022.emnlp-industry.38 https://aclanthology.org/2022.emnlp-industry.38/ 2022-12 379 389 Developing Prefix-Tuning Models for Hierarchical Text Classification Lei Chen author Houwei Chou author Xiaodan Zhu author 2022-12 text Proceedings of the 2022 Conference on Empirical Methods in Natural Language Processing: Industry Track Yunyao Li editor Angeliki Lazaridou editor Association for Computational Linguistics Abu Dhabi, UAE conference publication chen-etal-2022-developing 10.18653/v1/2022.emnlp-industry.39 https://aclanthology.org/2022.emnlp-industry.39/ 2022-12 390 397 PAIGE: Personalized Adaptive Interactions Graph Encoder for Query Rewriting in Dialogue Systems Daniel Biś author Saurabh Gupta author Jie Hao author Xing Fan author Chenlei Guo author 2022-12 text Proceedings of the 2022 Conference on Empirical Methods in Natural Language Processing: Industry Track Yunyao Li editor Angeliki Lazaridou editor Association for Computational Linguistics Abu Dhabi, UAE conference publication bis-etal-2022-paige 10.18653/v1/2022.emnlp-industry.40 https://aclanthology.org/2022.emnlp-industry.40/ 2022-12 398 408 Fast Vocabulary Transfer for Language Model Compression Leonidas Gee author Andrea Zugarini author Leonardo Rigutini author Paolo Torroni author 2022-12 text Proceedings of the 2022 Conference on Empirical Methods in Natural Language Processing: Industry Track Yunyao Li editor Angeliki Lazaridou editor Association for Computational Linguistics Abu Dhabi, UAE conference publication gee-etal-2022-fast 10.18653/v1/2022.emnlp-industry.41 https://aclanthology.org/2022.emnlp-industry.41/ 2022-12 409 416 Multimodal Context Carryover Prashan Wanigasekara author Nalin Gupta author Fan Yang author Emre Barut author Zeynab Raeesy author Kechen Qin author Stephen Rawls author Xinyue Liu author Chengwei Su author Spurthi Sandiri author 2022-12 text Proceedings of the 2022 Conference on Empirical Methods in Natural Language Processing: Industry Track Yunyao Li editor Angeliki Lazaridou editor Association for Computational Linguistics Abu Dhabi, UAE conference publication wanigasekara-etal-2022-multimodal 10.18653/v1/2022.emnlp-industry.42 https://aclanthology.org/2022.emnlp-industry.42/ 2022-12 417 428 Distilling Multilingual Transformers into CNNs for Scalable Intent Classification Besnik Fetahu author Akash Veeragouni author Oleg Rokhlenko author Shervin Malmasi author 2022-12 text Proceedings of the 2022 Conference on Empirical Methods in Natural Language Processing: Industry Track Yunyao Li editor Angeliki Lazaridou editor Association for Computational Linguistics Abu Dhabi, UAE conference publication fetahu-etal-2022-distilling 10.18653/v1/2022.emnlp-industry.43 https://aclanthology.org/2022.emnlp-industry.43/ 2022-12 429 439 Bringing the State-of-the-Art to Customers: A Neural Agent Assistant Framework for Customer Service Support Stephen Obadinma author Faiza Khan Khattak author Shirley Wang author Tania Sidhom author Elaine Lau author Sean Robertson author Jingcheng Niu author Winnie Au author Alif Munim author Karthik Raja K. Bhaskar author Bencheng Wei author Iris Ren author Waqar Muhammad author Erin Li author Bukola Ishola author Michael Wang author Griffin Tanner author Yu-Jia Shiah author Sean X Zhang author Kwesi P Apponsah author Kanishk Patel author Jaswinder Narain author Deval Pandya author Xiaodan Zhu author Frank Rudzicz author Elham Dolatabadi author 2022-12 text Proceedings of the 2022 Conference on Empirical Methods in Natural Language Processing: Industry Track Yunyao Li editor Angeliki Lazaridou editor Association for Computational Linguistics Abu Dhabi, UAE conference publication obadinma-etal-2022-bringing 10.18653/v1/2022.emnlp-industry.44 https://aclanthology.org/2022.emnlp-industry.44/ 2022-12 440 450 Zero-Shot Dynamic Quantization for Transformer Inference Yousef El-kurdi author Jerry Quinn author Avi Sil author 2022-12 text Proceedings of the 2022 Conference on Empirical Methods in Natural Language Processing: Industry Track Yunyao Li editor Angeliki Lazaridou editor Association for Computational Linguistics Abu Dhabi, UAE conference publication el-kurdi-etal-2022-zero 10.18653/v1/2022.emnlp-industry.45 https://aclanthology.org/2022.emnlp-industry.45/ 2022-12 451 457 Fact Checking Machine Generated Text with Dependency Trees Alex Estes author Nikhita Vedula author Marcus Collins author Matt Cecil author Oleg Rokhlenko author 2022-12 text Proceedings of the 2022 Conference on Empirical Methods in Natural Language Processing: Industry Track Yunyao Li editor Angeliki Lazaridou editor Association for Computational Linguistics Abu Dhabi, UAE conference publication estes-etal-2022-fact 10.18653/v1/2022.emnlp-industry.46 https://aclanthology.org/2022.emnlp-industry.46/ 2022-12 458 466 Prototype-Representations for Training Data Filtering in Weakly-Supervised Information Extraction Nasser Zalmout author Xian Li author 2022-12 text Proceedings of the 2022 Conference on Empirical Methods in Natural Language Processing: Industry Track Yunyao Li editor Angeliki Lazaridou editor Association for Computational Linguistics Abu Dhabi, UAE conference publication zalmout-li-2022-prototype 10.18653/v1/2022.emnlp-industry.47 https://aclanthology.org/2022.emnlp-industry.47/ 2022-12 467 474 CGF: Constrained Generation Framework for Query Rewriting in Conversational AI Jie Hao author Yang Liu author Xing Fan author Saurabh Gupta author Saleh Soltan author Rakesh Chada author Pradeep Natarajan author Chenlei Guo author Gokhan Tur author 2022-12 text Proceedings of the 2022 Conference on Empirical Methods in Natural Language Processing: Industry Track Yunyao Li editor Angeliki Lazaridou editor Association for Computational Linguistics Abu Dhabi, UAE conference publication hao-etal-2022-cgf 10.18653/v1/2022.emnlp-industry.48 https://aclanthology.org/2022.emnlp-industry.48/ 2022-12 475 483 Entity-level Sentiment Analysis in Contact Center Telephone Conversations Xue-yong Fu author Cheng Chen author Md Tahmid Rahman Laskar author Shayna Gardiner author Pooja Hiranandani author Shashi Bhushan Tn author 2022-12 text Proceedings of the 2022 Conference on Empirical Methods in Natural Language Processing: Industry Track Yunyao Li editor Angeliki Lazaridou editor Association for Computational Linguistics Abu Dhabi, UAE conference publication fu-etal-2022-entity 10.18653/v1/2022.emnlp-industry.49 https://aclanthology.org/2022.emnlp-industry.49/ 2022-12 484 491 QUILL: Query Intent with Large Language Models using Retrieval Augmentation and Multi-stage Distillation Krishna Srinivasan author Karthik Raman author Anupam Samanta author Lingrui Liao author Luca Bertelli author Michael Bendersky author 2022-12 text Proceedings of the 2022 Conference on Empirical Methods in Natural Language Processing: Industry Track Yunyao Li editor Angeliki Lazaridou editor Association for Computational Linguistics Abu Dhabi, UAE conference publication srinivasan-etal-2022-quill 10.18653/v1/2022.emnlp-industry.50 https://aclanthology.org/2022.emnlp-industry.50/ 2022-12 492 501 Distinguish Sense from Nonsense: Out-of-Scope Detection for Virtual Assistants Cheng Qian author Haode Qi author Gengyu Wang author Ladislav Kunc author Saloni Potdar author 2022-12 text Proceedings of the 2022 Conference on Empirical Methods in Natural Language Processing: Industry Track Yunyao Li editor Angeliki Lazaridou editor Association for Computational Linguistics Abu Dhabi, UAE conference publication qian-etal-2022-distinguish 10.18653/v1/2022.emnlp-industry.51 https://aclanthology.org/2022.emnlp-industry.51/ 2022-12 502 511 PLATO-Ad: A Unified Advertisement Text Generation Framework with Multi-Task Prompt Learning Zeyang Lei author Chao Zhang author Xinchao Xu author Wenquan Wu author Zheng-yu Niu author Hua Wu author Haifeng Wang author Yi Yang author Shuanglong Li author 2022-12 text Proceedings of the 2022 Conference on Empirical Methods in Natural Language Processing: Industry Track Yunyao Li editor Angeliki Lazaridou editor Association for Computational Linguistics Abu Dhabi, UAE conference publication lei-etal-2022-plato 10.18653/v1/2022.emnlp-industry.52 https://aclanthology.org/2022.emnlp-industry.52/ 2022-12 512 520 Dense Feature Memory Augmented Transformers for COVID-19 Vaccination Search Classification Jai Gupta author Yi Tay author Chaitanya Kamath author Vinh Tran author Donald Metzler author Shailesh Bavadekar author Mimi Sun author Evgeniy Gabrilovich author 2022-12 text Proceedings of the 2022 Conference on Empirical Methods in Natural Language Processing: Industry Track Yunyao Li editor Angeliki Lazaridou editor Association for Computational Linguistics Abu Dhabi, UAE conference publication gupta-etal-2022-dense 10.18653/v1/2022.emnlp-industry.53 https://aclanthology.org/2022.emnlp-industry.53/ 2022-12 521 530 Full-Stack Information Extraction System for Cybersecurity Intelligence Youngja Park author Taesung Lee author 2022-12 text Proceedings of the 2022 Conference on Empirical Methods in Natural Language Processing: Industry Track Yunyao Li editor Angeliki Lazaridou editor Association for Computational Linguistics Abu Dhabi, UAE conference publication park-lee-2022-full 10.18653/v1/2022.emnlp-industry.54 https://aclanthology.org/2022.emnlp-industry.54/ 2022-12 531 539 Deploying Unified BERT Moderation Model for E-Commerce Reviews Ravindra Nayak author Nikesh Garera author 2022-12 text Proceedings of the 2022 Conference on Empirical Methods in Natural Language Processing: Industry Track Yunyao Li editor Angeliki Lazaridou editor Association for Computational Linguistics Abu Dhabi, UAE conference publication nayak-garera-2022-deploying 10.18653/v1/2022.emnlp-industry.55 https://aclanthology.org/2022.emnlp-industry.55/ 2022-12 540 547 SimANS: Simple Ambiguous Negatives Sampling for Dense Text Retrieval Kun Zhou author Yeyun Gong author Xiao Liu author Wayne Xin Zhao author Yelong Shen author Anlei Dong author Jingwen Lu author Rangan Majumder author Ji-rong Wen author Nan Duan author 2022-12 text Proceedings of the 2022 Conference on Empirical Methods in Natural Language Processing: Industry Track Yunyao Li editor Angeliki Lazaridou editor Association for Computational Linguistics Abu Dhabi, UAE conference publication zhou-etal-2022-simans 10.18653/v1/2022.emnlp-industry.56 https://aclanthology.org/2022.emnlp-industry.56/ 2022-12 548 559 Revisiting and Advancing Chinese Natural Language Understanding with Accelerated Heterogeneous Knowledge Pre-training Taolin Zhang author Junwei Dong author Jianing Wang author Chengyu Wang author Ang Wang author Yinghui Liu author Jun Huang author Yong Li author Xiaofeng He author 2022-12 text Proceedings of the 2022 Conference on Empirical Methods in Natural Language Processing: Industry Track Yunyao Li editor Angeliki Lazaridou editor Association for Computational Linguistics Abu Dhabi, UAE conference publication zhang-etal-2022-revisiting 10.18653/v1/2022.emnlp-industry.57 https://aclanthology.org/2022.emnlp-industry.57/ 2022-12 560 570 A Stacking-based Efficient Method for Toxic Language Detection on Live Streaming Chat Yuto Oikawa author Yuki Nakayama author Koji Murakami author 2022-12 text Proceedings of the 2022 Conference on Empirical Methods in Natural Language Processing: Industry Track Yunyao Li editor Angeliki Lazaridou editor Association for Computational Linguistics Abu Dhabi, UAE conference publication oikawa-etal-2022-stacking 10.18653/v1/2022.emnlp-industry.58 https://aclanthology.org/2022.emnlp-industry.58/ 2022-12 571 578 End-to-End Speech to Intent Prediction to improve E-commerce Customer Support Voicebot in Hindi and English Abhinav Goyal author Anupam Singh author Nikesh Garera author 2022-12 text Proceedings of the 2022 Conference on Empirical Methods in Natural Language Processing: Industry Track Yunyao Li editor Angeliki Lazaridou editor Association for Computational Linguistics Abu Dhabi, UAE conference publication goyal-etal-2022-end 10.18653/v1/2022.emnlp-industry.59 https://aclanthology.org/2022.emnlp-industry.59/ 2022-12 579 586 PILE: Pairwise Iterative Logits Ensemble for Multi-Teacher Labeled Distillation Lianshang Cai author Linhao Zhang author Dehong Ma author Jun Fan author Daiting Shi author Yi Wu author Zhicong Cheng author Simiu Gu author Dawei Yin author 2022-12 text Proceedings of the 2022 Conference on Empirical Methods in Natural Language Processing: Industry Track Yunyao Li editor Angeliki Lazaridou editor Association for Computational Linguistics Abu Dhabi, UAE conference publication cai-etal-2022-pile 10.18653/v1/2022.emnlp-industry.60 https://aclanthology.org/2022.emnlp-industry.60/ 2022-12 587 595 A Comprehensive Evaluation of Biomedical Entity-centric Search Elena Tutubalina author Zulfat Miftahutdinov author Vladimir Muravlev author Anastasia Shneyderman author 2022-12 text Proceedings of the 2022 Conference on Empirical Methods in Natural Language Processing: Industry Track Yunyao Li editor Angeliki Lazaridou editor Association for Computational Linguistics Abu Dhabi, UAE conference publication tutubalina-etal-2022-comprehensive 10.18653/v1/2022.emnlp-industry.61 https://aclanthology.org/2022.emnlp-industry.61/ 2022-12 596 605 Domain Adaptation of Machine Translation with Crowdworkers Makoto Morishita author Jun Suzuki author Masaaki Nagata author 2022-12 text Proceedings of the 2022 Conference on Empirical Methods in Natural Language Processing: Industry Track Yunyao Li editor Angeliki Lazaridou editor Association for Computational Linguistics Abu Dhabi, UAE conference publication morishita-etal-2022-domain 10.18653/v1/2022.emnlp-industry.62 https://aclanthology.org/2022.emnlp-industry.62/ 2022-12 606 618 Biomedical NER for the Enterprise with Distillated BERN2 and the Kazu Framework Wonjin Yoon author Richard Jackson author Elliot Ford author Vladimir Poroshin author Jaewoo Kang author 2022-12 text Proceedings of the 2022 Conference on Empirical Methods in Natural Language Processing: Industry Track Yunyao Li editor Angeliki Lazaridou editor Association for Computational Linguistics Abu Dhabi, UAE conference publication yoon-etal-2022-biomedical 10.18653/v1/2022.emnlp-industry.63 https://aclanthology.org/2022.emnlp-industry.63/ 2022-12 619 626 Large-scale Machine Translation for Indian Languages in E-commerce under Low Resource Constraints Amey Patil author Nikesh Garera author 2022-12 text Proceedings of the 2022 Conference on Empirical Methods in Natural Language Processing: Industry Track Yunyao Li editor Angeliki Lazaridou editor Association for Computational Linguistics Abu Dhabi, UAE conference publication patil-garera-2022-large 10.18653/v1/2022.emnlp-industry.64 https://aclanthology.org/2022.emnlp-industry.64/ 2022-12 627 634 Topic Modeling by Clustering Language Model Embeddings: Human Validation on an Industry Dataset Anton Eklund author Mona Forsman author 2022-12 text Proceedings of the 2022 Conference on Empirical Methods in Natural Language Processing: Industry Track Yunyao Li editor Angeliki Lazaridou editor Association for Computational Linguistics Abu Dhabi, UAE conference publication eklund-forsman-2022-topic 10.18653/v1/2022.emnlp-industry.65 https://aclanthology.org/2022.emnlp-industry.65/ 2022-12 635 643