Proceedings of the 2021 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies: Industry Papers

Proceedings of the 2021 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies: Industry Papers Young-bum Kim editor Yunyao Li editor Owen Rambow editor 2021-06 Association for Computational Linguistics Online text conference publication naacl-2021-industry https://aclanthology.org/2021.naacl-industry.0/ When does text prediction benefit from additional context? An exploration of contextual signals for chat and email messages Stojan Trajanovski author Chad Atalla author Kunho Kim author Vipul Agarwal author Milad Shokouhi author Chris Quirk author 2021-06 text Proceedings of the 2021 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies: Industry Papers Young-bum Kim editor Yunyao Li editor Owen Rambow editor Association for Computational Linguistics Online conference publication trajanovski-etal-2021-text 10.18653/v1/2021.naacl-industry.1 https://aclanthology.org/2021.naacl-industry.1/ 2021-06 1 9 Identifying and Resolving Annotation Changes for Natural Language Understanding Jose Garrido Ramas author Giorgio Pessot author Abdalghani Abujabal author Martin Rajman author 2021-06 text Proceedings of the 2021 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies: Industry Papers Young-bum Kim editor Yunyao Li editor Owen Rambow editor Association for Computational Linguistics Online conference publication garrido-ramas-etal-2021-identifying 10.18653/v1/2021.naacl-industry.2 https://aclanthology.org/2021.naacl-industry.2/ 2021-06 10 18 Optimizing NLU Reranking Using Entity Resolution Signals in Multi-domain Dialog Systems Tong Wang author Jiangning Chen author Mohsen Malmir author Shuyan Dong author Xin He author Han Wang author Chengwei Su author Yue Liu author Yang Liu author 2021-06 text Proceedings of the 2021 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies: Industry Papers Young-bum Kim editor Yunyao Li editor Owen Rambow editor Association for Computational Linguistics Online conference publication wang-etal-2021-optimizing 10.18653/v1/2021.naacl-industry.3 https://aclanthology.org/2021.naacl-industry.3/ 2021-06 19 25 Entity Resolution in Open-domain Conversations Mingyue Shang author Tong Wang author Mihail Eric author Jiangning Chen author Jiyang Wang author Matthew Welch author Tiantong Deng author Akshay Grewal author Han Wang author Yue Liu author Yang Liu author Dilek Hakkani-Tur author 2021-06 text Proceedings of the 2021 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies: Industry Papers Young-bum Kim editor Yunyao Li editor Owen Rambow editor Association for Computational Linguistics Online conference publication shang-etal-2021-entity 10.18653/v1/2021.naacl-industry.4 https://aclanthology.org/2021.naacl-industry.4/ 2021-06 26 33 Pretrain-Finetune Based Training of Task-Oriented Dialogue Systems in a Real-World Setting Manisha Srivastava author Yichao Lu author Riley Peschon author Chenyang Li author 2021-06 text Proceedings of the 2021 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies: Industry Papers Young-bum Kim editor Yunyao Li editor Owen Rambow editor Association for Computational Linguistics Online conference publication srivastava-etal-2021-pretrain 10.18653/v1/2021.naacl-industry.5 https://aclanthology.org/2021.naacl-industry.5/ 2021-06 34 40 Contextual Domain Classification with Temporal Representations Tzu-Hsiang Lin author Yipeng Shi author Chentao Ye author Yang Fan author Weitong Ruan author Emre Barut author Wael Hamza author Chengwei Su author 2021-06 text Proceedings of the 2021 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies: Industry Papers Young-bum Kim editor Yunyao Li editor Owen Rambow editor Association for Computational Linguistics Online conference publication lin-etal-2021-contextual 10.18653/v1/2021.naacl-industry.6 https://aclanthology.org/2021.naacl-industry.6/ 2021-06 41 48 Bootstrapping a Music Voice Assistant with Weak Supervision Sergio Oramas author Massimo Quadrana author Fabien Gouyon author 2021-06 text Proceedings of the 2021 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies: Industry Papers Young-bum Kim editor Yunyao Li editor Owen Rambow editor Association for Computational Linguistics Online conference publication oramas-etal-2021-bootstrapping 10.18653/v1/2021.naacl-industry.7 https://aclanthology.org/2021.naacl-industry.7/ 2021-06 49 55 Continuous Model Improvement for Language Understanding with Machine Translation Abdalghani Abujabal author Claudio Delli Bovi author Sungho Ryu author Turan Gojayev author Fabian Triefenbach author Yannick Versley author 2021-06 text Proceedings of the 2021 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies: Industry Papers Young-bum Kim editor Yunyao Li editor Owen Rambow editor Association for Computational Linguistics Online conference publication abujabal-etal-2021-continuous 10.18653/v1/2021.naacl-industry.8 https://aclanthology.org/2021.naacl-industry.8/ 2021-06 56 62 A Hybrid Approach to Scalable and Robust Spoken Language Understanding in Enterprise Virtual Agents Ryan Price author Mahnoosh Mehrabani author Narendra Gupta author Yeon-Jun Kim author Shahab Jalalvand author Minhua Chen author Yanjie Zhao author Srinivas Bangalore author 2021-06 text Proceedings of the 2021 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies: Industry Papers Young-bum Kim editor Yunyao Li editor Owen Rambow editor Association for Computational Linguistics Online conference publication price-etal-2021-hybrid 10.18653/v1/2021.naacl-industry.9 https://aclanthology.org/2021.naacl-industry.9/ 2021-06 63 71 Proteno: Text Normalization with Limited Data for Fast Deployment in Text to Speech Systems Shubhi Tyagi author Antonio Bonafonte author Jaime Lorenzo-Trueba author Javier Latorre author 2021-06 text Proceedings of the 2021 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies: Industry Papers Young-bum Kim editor Yunyao Li editor Owen Rambow editor Association for Computational Linguistics Online conference publication tyagi-etal-2021-proteno 10.18653/v1/2021.naacl-industry.10 https://aclanthology.org/2021.naacl-industry.10/ 2021-06 72 79 Addressing the Vulnerability of NMT in Input Perturbations Weiwen Xu author Ai Ti Aw author Yang Ding author Kui Wu author Shafiq Joty author 2021-06 text Proceedings of the 2021 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies: Industry Papers Young-bum Kim editor Yunyao Li editor Owen Rambow editor Association for Computational Linguistics Online conference publication xu-etal-2021-addressing 10.18653/v1/2021.naacl-industry.11 https://aclanthology.org/2021.naacl-industry.11/ 2021-06 80 88 Cross-lingual Supervision Improves Unsupervised Neural Machine Translation Mingxuan Wang author Hongxiao Bai author Hai Zhao author Lei Li author 2021-06 text Proceedings of the 2021 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies: Industry Papers Young-bum Kim editor Yunyao Li editor Owen Rambow editor Association for Computational Linguistics Online conference publication wang-etal-2021-cross 10.18653/v1/2021.naacl-industry.12 https://aclanthology.org/2021.naacl-industry.12/ 2021-06 89 96 Should we find another model?: Improving Neural Machine Translation Performance with ONE-Piece Tokenization Method without Model Modification Chanjun Park author Sugyeong Eo author Hyeonseok Moon author Heuiseok Lim author 2021-06 text Proceedings of the 2021 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies: Industry Papers Young-bum Kim editor Yunyao Li editor Owen Rambow editor Association for Computational Linguistics Online conference publication park-etal-2021-find 10.18653/v1/2021.naacl-industry.13 https://aclanthology.org/2021.naacl-industry.13/ 2021-06 97 104 Autocorrect in the Process of Translation — Multi-task Learning Improves Dialogue Machine Translation Tao Wang author Chengqi Zhao author Mingxuan Wang author Lei Li author Deyi Xiong author 2021-06 text Proceedings of the 2021 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies: Industry Papers Young-bum Kim editor Yunyao Li editor Owen Rambow editor Association for Computational Linguistics Online conference publication wang-etal-2021-autocorrect 10.18653/v1/2021.naacl-industry.14 https://aclanthology.org/2021.naacl-industry.14/ 2021-06 105 112 LightSeq: A High Performance Inference Library for Transformers Xiaohui Wang author Ying Xiong author Yang Wei author Mingxuan Wang author Lei Li author 2021-06 text Proceedings of the 2021 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies: Industry Papers Young-bum Kim editor Yunyao Li editor Owen Rambow editor Association for Computational Linguistics Online conference publication wang-etal-2021-lightseq 10.18653/v1/2021.naacl-industry.15 https://aclanthology.org/2021.naacl-industry.15/ 2021-06 113 120 Practical Transformer-based Multilingual Text Classification Cindy Wang author Michele Banko author 2021-06 text Proceedings of the 2021 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies: Industry Papers Young-bum Kim editor Yunyao Li editor Owen Rambow editor Association for Computational Linguistics Online conference publication wang-banko-2021-practical 10.18653/v1/2021.naacl-industry.16 https://aclanthology.org/2021.naacl-industry.16/ 2021-06 121 129 An Emotional Comfort Framework for Improving User Satisfaction in E-Commerce Customer Service Chatbots Shuangyong Song author Chao Wang author Haiqing Chen author Huan Chen author 2021-06 text Proceedings of the 2021 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies: Industry Papers Young-bum Kim editor Yunyao Li editor Owen Rambow editor Association for Computational Linguistics Online conference publication song-etal-2021-emotional 10.18653/v1/2021.naacl-industry.17 https://aclanthology.org/2021.naacl-industry.17/ 2021-06 130 137 Language Scaling for Universal Suggested Replies Model Qianlan Ying author Payal Bajaj author Budhaditya Deb author Yu Yang author Wei Wang author Bojia Lin author Milad Shokouhi author Xia Song author Yang Yang author Daxin Jiang author 2021-06 text Proceedings of the 2021 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies: Industry Papers Young-bum Kim editor Yunyao Li editor Owen Rambow editor Association for Computational Linguistics Online conference publication ying-etal-2021-language 10.18653/v1/2021.naacl-industry.18 https://aclanthology.org/2021.naacl-industry.18/ 2021-06 138 145 Graph-based Multilingual Product Retrieval in E-Commerce Search Hanqing Lu author Youna Hu author Tong Zhao author Tony Wu author Yiwei Song author Bing Yin author 2021-06 text Proceedings of the 2021 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies: Industry Papers Young-bum Kim editor Yunyao Li editor Owen Rambow editor Association for Computational Linguistics Online conference publication lu-etal-2021-graph 10.18653/v1/2021.naacl-industry.19 https://aclanthology.org/2021.naacl-industry.19/ 2021-06 146 153 Query2Prod2Vec: Grounded Word Embeddings for eCommerce Federico Bianchi author Jacopo Tagliabue author Bingqing Yu author 2021-06 text Proceedings of the 2021 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies: Industry Papers Young-bum Kim editor Yunyao Li editor Owen Rambow editor Association for Computational Linguistics Online conference publication bianchi-etal-2021-query2prod2vec 10.18653/v1/2021.naacl-industry.20 https://aclanthology.org/2021.naacl-industry.20/ 2021-06 154 162 An Architecture for Accelerated Large-Scale Inference of Transformer-Based Language Models Amir Ganiev author Colton Chapin author Anderson De Andrade author Chen Liu author 2021-06 text Proceedings of the 2021 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies: Industry Papers Young-bum Kim editor Yunyao Li editor Owen Rambow editor Association for Computational Linguistics Online conference publication ganiev-etal-2021-architecture 10.18653/v1/2021.naacl-industry.21 https://aclanthology.org/2021.naacl-industry.21/ 2021-06 163 169 When and Why a Model Fails? A Human-in-the-loop Error Detection Framework for Sentiment Analysis Zhe Liu author Yufan Guo author Jalal Mahmud author 2021-06 text Proceedings of the 2021 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies: Industry Papers Young-bum Kim editor Yunyao Li editor Owen Rambow editor Association for Computational Linguistics Online conference publication liu-etal-2021-model 10.18653/v1/2021.naacl-industry.22 https://aclanthology.org/2021.naacl-industry.22/ 2021-06 170 177 Technical Question Answering across Tasks and Domains Wenhao Yu author Lingfei Wu author Yu Deng author Qingkai Zeng author Ruchi Mahindru author Sinem Guven author Meng Jiang author 2021-06 text Proceedings of the 2021 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies: Industry Papers Young-bum Kim editor Yunyao Li editor Owen Rambow editor Association for Computational Linguistics Online conference publication yu-etal-2021-technical 10.18653/v1/2021.naacl-industry.23 https://aclanthology.org/2021.naacl-industry.23/ 2021-06 178 186 Cost-effective Deployment of BERT Models in Serverless Environment Marek Suppa author Katarína Benešová author Andrej Švec author 2021-06 text Proceedings of the 2021 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies: Industry Papers Young-bum Kim editor Yunyao Li editor Owen Rambow editor Association for Computational Linguistics Online conference publication suppa-etal-2021-cost 10.18653/v1/2021.naacl-industry.24 https://aclanthology.org/2021.naacl-industry.24/ 2021-06 187 195 Noise Robust Named Entity Understanding for Voice Assistants Deepak Muralidharan author Joel Ruben Antony Moniz author Sida Gao author Xiao Yang author Justine Kao author Stephen Pulman author Atish Kothari author Ray Shen author Yinying Pan author Vivek Kaul author Mubarak Seyed Ibrahim author Gang Xiang author Nan Dun author Yidan Zhou author Andy O author Yuan Zhang author Pooja Chitkara author Xuan Wang author Alkesh Patel author Kushal Tayal author Roger Zheng author Peter Grasch author Jason D Williams author Lin Li author 2021-06 text Proceedings of the 2021 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies: Industry Papers Young-bum Kim editor Yunyao Li editor Owen Rambow editor Association for Computational Linguistics Online conference publication muralidharan-etal-2021-noise 10.18653/v1/2021.naacl-industry.25 https://aclanthology.org/2021.naacl-industry.25/ 2021-06 196 204 Goodwill Hunting: Analyzing and Repurposing Off-the-Shelf Named Entity Linking Systems Karan Goel author Laurel Orr author Nazneen Fatema Rajani author Jesse Vig author Christopher Ré author 2021-06 text Proceedings of the 2021 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies: Industry Papers Young-bum Kim editor Yunyao Li editor Owen Rambow editor Association for Computational Linguistics Online conference publication goel-etal-2021-goodwill 10.18653/v1/2021.naacl-industry.26 https://aclanthology.org/2021.naacl-industry.26/ 2021-06 205 213 Intent Features for Rich Natural Language Understanding Brian Lester author Sagnik Ray Choudhury author Rashmi Prasad author Srinivas Bangalore author 2021-06 text Proceedings of the 2021 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies: Industry Papers Young-bum Kim editor Yunyao Li editor Owen Rambow editor Association for Computational Linguistics Online conference publication lester-etal-2021-intent 10.18653/v1/2021.naacl-industry.27 https://aclanthology.org/2021.naacl-industry.27/ 2021-06 214 221 Development of an Enterprise-Grade Contract Understanding System Arvind Agarwal author Laura Chiticariu author Poornima Chozhiyath Raman author Marina Danilevsky author Diman Ghazi author Ankush Gupta author Shanmukha Guttula author Yannis Katsis author Rajasekar Krishnamurthy author Yunyao Li author Shubham Mudgal author Vitobha Munigala author Nicholas Phan author Dhaval Sonawane author Sneha Srinivasan author Sudarshan R Thitte author Mitesh Vasa author Ramiya Venkatachalam author Vinitha Yaski author Huaiyu Zhu author 2021-06 text Proceedings of the 2021 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies: Industry Papers Young-bum Kim editor Yunyao Li editor Owen Rambow editor Association for Computational Linguistics Online conference publication agarwal-etal-2021-development 10.18653/v1/2021.naacl-industry.28 https://aclanthology.org/2021.naacl-industry.28/ 2021-06 222 229 Discovering Better Model Architectures for Medical Query Understanding Wei Zhu author Yuan Ni author Xiaoling Wang author Guotong Xie author 2021-06 text Proceedings of the 2021 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies: Industry Papers Young-bum Kim editor Yunyao Li editor Owen Rambow editor Association for Computational Linguistics Online conference publication zhu-etal-2021-discovering 10.18653/v1/2021.naacl-industry.29 https://aclanthology.org/2021.naacl-industry.29/ 2021-06 230 237 OodGAN: Generative Adversarial Network for Out-of-Domain Data Generation Petr Marek author Vishal Ishwar Naik author Anuj Goyal author Vincent Auvray author 2021-06 text Proceedings of the 2021 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies: Industry Papers Young-bum Kim editor Yunyao Li editor Owen Rambow editor Association for Computational Linguistics Online conference publication marek-etal-2021-oodgan 10.18653/v1/2021.naacl-industry.30 https://aclanthology.org/2021.naacl-industry.30/ 2021-06 238 245 Coherent and Concise Radiology Report Generation via Context Specific Image Representations and Orthogonal Sentence States Litton J Kurisinkel author Ai Ti Aw author Nancy F Chen author 2021-06 text Proceedings of the 2021 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies: Industry Papers Young-bum Kim editor Yunyao Li editor Owen Rambow editor Association for Computational Linguistics Online conference publication j-kurisinkel-etal-2021-coherent 10.18653/v1/2021.naacl-industry.31 https://aclanthology.org/2021.naacl-industry.31/ 2021-06 246 254 An Empirical Study of Generating Texts for Search Engine Advertising Hidetaka Kamigaito author Peinan Zhang author Hiroya Takamura author Manabu Okumura author 2021-06 text Proceedings of the 2021 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies: Industry Papers Young-bum Kim editor Yunyao Li editor Owen Rambow editor Association for Computational Linguistics Online conference publication kamigaito-etal-2021-empirical 10.18653/v1/2021.naacl-industry.32 https://aclanthology.org/2021.naacl-industry.32/ 2021-06 255 262 Ad Headline Generation using Self-Critical Masked Language Model Yashal Shakti Kanungo author Sumit Negi author Aruna Rajan author 2021-06 text Proceedings of the 2021 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies: Industry Papers Young-bum Kim editor Yunyao Li editor Owen Rambow editor Association for Computational Linguistics Online conference publication kanungo-etal-2021-ad 10.18653/v1/2021.naacl-industry.33 https://aclanthology.org/2021.naacl-industry.33/ 2021-06 263 271 LATEX-Numeric: Language Agnostic Text Attribute Extraction for Numeric Attributes Kartik Mehta author Ioana Oprea author Nikhil Rasiwasia author 2021-06 text Proceedings of the 2021 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies: Industry Papers Young-bum Kim editor Yunyao Li editor Owen Rambow editor Association for Computational Linguistics Online conference publication mehta-etal-2021-latex 10.18653/v1/2021.naacl-industry.34 https://aclanthology.org/2021.naacl-industry.34/ 2021-06 272 279 Training Language Models under Resource Constraints for Adversarial Advertisement Detection Eshwar Shamanna Girishekar author Shiv Surya author Nishant Nikhil author Dyut Kumar Sil author Sumit Negi author Aruna Rajan author 2021-06 text Proceedings of the 2021 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies: Industry Papers Young-bum Kim editor Yunyao Li editor Owen Rambow editor Association for Computational Linguistics Online conference publication shamanna-girishekar-etal-2021-training 10.18653/v1/2021.naacl-industry.35 https://aclanthology.org/2021.naacl-industry.35/ 2021-06 280 287 Combining Weakly Supervised ML Techniques for Low-Resource NLU Victor Soto author Konstantine Arkoudas author 2021-06 text Proceedings of the 2021 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies: Industry Papers Young-bum Kim editor Yunyao Li editor Owen Rambow editor Association for Computational Linguistics Online conference publication soto-arkoudas-2021-combining 10.18653/v1/2021.naacl-industry.36 https://aclanthology.org/2021.naacl-industry.36/ 2021-06 288 295 Label-Guided Learning for Item Categorization in e-Commerce Lei Chen author Hirokazu Miyake author 2021-06 text Proceedings of the 2021 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies: Industry Papers Young-bum Kim editor Yunyao Li editor Owen Rambow editor Association for Computational Linguistics Online conference publication chen-miyake-2021-label 10.18653/v1/2021.naacl-industry.37 https://aclanthology.org/2021.naacl-industry.37/ 2021-06 296 303 Benchmarking Commercial Intent Detection Services with Practice-Driven Evaluations Haode Qi author Lin Pan author Atin Sood author Abhishek Shah author Ladislav Kunc author Mo Yu author Saloni Potdar author 2021-06 text Proceedings of the 2021 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies: Industry Papers Young-bum Kim editor Yunyao Li editor Owen Rambow editor Association for Computational Linguistics Online conference publication qi-etal-2021-benchmarking 10.18653/v1/2021.naacl-industry.38 https://aclanthology.org/2021.naacl-industry.38/ 2021-06 304 310 Industry Scale Semi-Supervised Learning for Natural Language Understanding Luoxin Chen author Francisco Garcia author Varun Kumar author He Xie author Jianhua Lu author 2021-06 text Proceedings of the 2021 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies: Industry Papers Young-bum Kim editor Yunyao Li editor Owen Rambow editor Association for Computational Linguistics Online conference publication chen-etal-2021-industry 10.18653/v1/2021.naacl-industry.39 https://aclanthology.org/2021.naacl-industry.39/ 2021-06 311 318