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EMNLP 2022: Abu Dhabi, UAE
- Yunyao Li, Angeliki Lazaridou:
Proceedings of the 2022 Conference on Empirical Methods in Natural Language Processing: EMNLP 2022 - Industry Track, Abu Dhabi, UAE, December 7 - 11, 2022. Association for Computational Linguistics 2022, ISBN 978-1-952148-25-5 - Francesco Fusco
, Peter W. J. Staar, Diego Antognini:
Unsupervised Term Extraction for Highly Technical Domains. 1-8 - Xiaodi Sun, Sunny Rajagopalan, Priyanka Nigam, Weiyi Lu, Yi Xu, Iman Keivanloo, Belinda Zeng, Trishul Chilimbi:
DynaMaR: Dynamic Prompt with Mask Token Representation. 9-17 - Saleh Soltan, Victor Soto, Ke Tran, Wael Hamza:
A Hybrid Approach to Cross-lingual Product Review Summarization. 18-28 - Rindra Ramamonjison, Haley Li, Timothy T. L. Yu, Shiqi He, Vishnu Rengan, Amin Banitalebi-Dehkordi, Zirui Zhou, Yong Zhang:
Augmenting Operations Research with Auto-Formulation of Optimization Models From Problem Descriptions. 29-62 - Ziyang Liu, Chaokun Wang, Hao Feng
Knowledge Distillation based Contextual Relevance Matching for E-commerce Product Search. 63-76 - Alberto Purpura, Francesca Bonin, Joao H. Bettencourt-Silva:
Accelerating the Discovery of Semantic Associations from Medical Literature: Mining Relations Between Diseases and Symptoms. 77-89 - Uma-Naresh Niranjan, Ziyan Jiang, Ankit Ankit, Sungjin Lee, Jie Hao, Xing Fan, Chenlei Guo:
PENTATRON: PErsonalized coNText-Aware Transformer for Retrieval-based cOnversational uNderstanding. 90-98 - Bryan Zhang, Amita Misra:
Machine translation impact in E-commerce multilingual search. 99-109 - Yifan Ding, Yan Liang, Nasser Zalmout, Xian Li, Christan Grant, Tim Weninger:
Ask-and-Verify: Span Candidate Generation and Verification for Attribute Value Extraction. 110 - Aleksandar Savkov, Francesco Moramarco, Alex Papadopoulos-Korfiatis, Mark Perera, Anya Belz, Ehud Reiter:
Consultation Checklists: Standardising the Human Evaluation of Medical Note Generation. 111-120 - Quynh Do, Judith Gaspers, Daniil Sorokin, Patrick Lehnen:
Towards Need-Based Spoken Language Understanding Model Updates: What Have We Learned? 121-127 - Charith Peris, Lizhen Tan, Thomas Gueudré, Turan Gojayev, Pan Wei, Gokmen Oz:
Knowledge Distillation Transfer Sets and their Impact on Downstream NLU Tasks. 128-137 - Maia Aguirre, Manex Serras, Laura García-Sardiña, Jacobo Lopez-Fernandez
Exploiting In-Domain Bilingual Corpora for Zero-Shot Transfer Learning in NLU of Intra-Sentential Code-Switching Chatbot Interactions. 138-144 - Cheng Wang, Jorge Balazs, György Szarvas, Patrick Ernst, Lahari Poddar, Pavel Danchenko:
Calibrating Imbalanced Classifiers with Focal Loss: An Empirical Study. 145-153 - Jose Garrido Ramas, Dieu-Thu Le, Bei Chen, Manoj Kumar, Kay Rottmann:
Unsupervised training data re-weighting for natural language understanding with local distribution approximation. 154-160 - Justin Chiu, Keiji Shinzato:
Cross-Encoder Data Annotation for Bi-Encoder Based Product Matching. 161-168 - Lahari Poddar, György Szarvas, Cheng Wang, Jorge Balazs, Pavel Danchenko, Patrick Ernst:
Deploying a Retrieval based Response Model for Task Oriented Dialogues. 169-178 - Ngoc Phuoc An Vo, Octavian Popescu, Irene Manotas, Vadim Sheinin:
Tackling Temporal Questions in Natural Language Interface to Databases. 179-187 - Asha Vishwanathan, Rajeev Unnikrishnan Warrier, Gautham Vadakkekara Suresh, Chandra Shekhar Kandpal:
Multi-Tenant Optimization For Few-Shot Task-Oriented FAQ Retrieval. 188-197 - Elizabeth Dekeyser, Nicholas Comment, Shermin Pei, Rajat Kumar, Shruti Rai, Fengtao Wu, Lisa A. Haverty, Kanna Shimizu:
Iterative Stratified Testing and Measurement for Automated Model Updates. 198-205 - Apurva Gandhi, Ryan Serrao, Biyi Fang, Gilbert Antonius, Jenna Hong, Tra My Nguyen, Sheng Yi, Ehi Nosakhare, Irene Shaffer, Soundararajan Srinivasan:
SLATE: A Sequence Labeling Approach for Task Extraction from Free-form Inked Content. 206-217 - Ella Rabinovich, Matan Vetzler, David Boaz, Vineet Kumar, Gaurav Pandey, Ateret Anaby-Tavor:
Gaining Insights into Unrecognized User Utterances in Task-Oriented Dialog Systems. 218-225 - Qian Cao, Deyi Xiong, Qinlong Wang, Xia Peng:
CoCoID: Learning Contrastive Representations and Compact Clusters for Semi-Supervised Intent Discovery. 226-236 - Litton J. Kurisinkel, Nancy Chen:
Tractable & Coherent Multi-Document Summarization: Discrete Optimization of Multiple Neural Modeling Streams via Integer Linear Programming. 237-243 - Lingfeng Qiao, Chen Wu, Ye Liu, Haoyuan Peng, Di Yin, Bo Ren:
Grafting Pre-trained Models for Multimodal Headline Generation. 244-253 - Hieu Le, Dieu-Thu Le, Verena Weber, Chris Church, Kay Rottmann, Melanie Bradford, Peter Chin:
Semi-supervised Adversarial Text Generation based on Seq2Seq models. 254-262 - Gilad Fuchs, Ido Ben-Shaul, Matan Mandelbrod:
Is it out yet? Automatic Future Product Releases Extraction from Web Data. 263-271 - Peng Lin
Automatic Scene-based Topic Channel Construction System for E-Commerce. 272-284 - Raphael Tang, Karun Kumar, Gefei Yang, Akshat Pandey, Yajie Mao, Vladislav Belyaev, Madhuri Emmadi, G. Craig Murray, Ferhan Ture, Jimmy Lin:
SpeechNet: Weakly Supervised, End-to-End Speech Recognition at Industrial Scale. 285-293 - Kevin Stowe, Debanjan Ghosh, Mengxuan Zhao:
Controlled Language Generation for Language Learning Items. 294-305 - Jun Wang, Patrick Ng, Alexander Hanbo Li, Jiarong Jiang, Zhiguo Wang, Bing Xiang, Ramesh Nallapati, Sudipta Sengupta:
Improving Text-to-SQL Semantic Parsing with Fine-grained Query Understanding. 306-312 - Dan Li, Vikrant Yadav, Zubair Afzal, George Tsatsaronis:
Unsupervised Dense Retrieval for Scientific Articles. 313-321 - Govind, Saurabh Sohoney:
Learning Geolocations for Cold-Start and Hard-to-Resolve Addresses via Deep Metric Learning. 322-331 - Arijit Sehanobish, Kawshik Kannan, Nabila Abraham, Anasuya Das, Benjamin Odry:
Meta-learning Pathologies from Radiology Reports using Variance Aware Prototypical Networks. 332-347 - Aneta Koleva, Martin Ringsquandl, Mark Buckley, Rakebul Hasan, Volker Tresp:
Named Entity Recognition in Industrial Tables using Tabular Language Models. 348-356 - Zhiyu Chen, Jie Zhao, Anjie Fang, Besnik Fetahu, Oleg Rokhlenko, Shervin Malmasi:
Reinforced Question Rewriting for Conversational Question Answering. 357-370 - Stefan Schroedl, Manoj Kumar, Kiana Hajebi, Morteza Ziyadi, Sriram Venkatapathy, Anil Ramakrishna, Rahul Gupta, Pradeep Natarajan:
Improving Large-Scale Conversational Assistants using Model Interpretation based Training Sample Selection. 371-378 - Yizhen Zhong, Jiajie Xiao, Thomas Vetterli, Mahan Matin, Ellen Loo, Jimmy Lin, Richard Bourgon, Ofer Shapira:
Improving Precancerous Case Characterization via Transformer-based Ensemble Learning. 379-389 - Lei Chen, Hou Wei Chou, Xiaodan Zhu:
Developing Prefix-Tuning Models for Hierarchical Text Classification. 390-397 - Daniel Bis, Saurabh Gupta, Jie Hao, Xing Fan, Chenlei Guo:
PAIGE: Personalized Adaptive Interactions Graph Encoder for Query Rewriting in Dialogue Systems. 398-408 - Leonidas Gee, Andrea Zugarini, Leonardo Rigutini
Fast Vocabulary Transfer for Language Model Compression. 409-416 - Prashan Wanigasekara, Nalin Gupta, Fan Yang, Emre Barut, Zeynab Raeesy, Kechen Qin, Stephen Rawls, Xinyue Liu, Chengwei Su, Spurthi Sandiri:
Multimodal Context Carryover. 417-428 - Besnik Fetahu, Akash Veeragouni, Oleg Rokhlenko, Shervin Malmasi:
Distilling Multilingual Transformers into CNNs for Scalable Intent Classification. 429-439 - Stephen Obadinma, Faiza Khan Khattak, Shirley Wang, Tania Sidhorn, Elaine Lau, Sean Robertson, Jingcheng Niu, Winnie Au, Alif Munim
Bringing the State-of-the-Art to Customers: A Neural Agent Assistant Framework for Customer Service Support. 440-450 - Yousef El-Kurdi, Jerry Quinn, Avi Sil:
Zero-Shot Dynamic Quantization for Transformer Inference. 451-457 - Alex Estes, Nikhita Vedula, Marcus D. Collins, Matt Cecil, Oleg Rokhlenko:
Fact Checking Machine Generated Text with Dependency Trees. 458-466 - Nasser Zalmout, Xian Li:
Prototype-Representations for Training Data Filtering in Weakly-Supervised Information Extraction. 467-474 - Jie Hao, Yang Liu, Xing Fan, Saurabh Gupta, Saleh Soltan, Rakesh Chada, Pradeep Natarajan, Chenlei Guo, Gökhan Tür:
CGF: Constrained Generation Framework for Query Rewriting in Conversational AI. 475-483 - Xue-Yong Fu, Cheng Chen, Md. Tahmid Rahman Laskar, Shayna Gardiner, Pooja Hiranandani, Shashi Bhushan TN:
Entity-level Sentiment Analysis in Contact Center Telephone Conversations. 484-491 - Krishna Srinivasan, Karthik Raman, Anupam Samanta, Lingrui Liao, Luca Bertelli, Michael Bendersky:
QUILL: Query Intent with Large Language Models using Retrieval Augmentation and Multi-stage Distillation. 492-501 - Cheng Qian, Haode Qi, Gengyu Wang, Ladislav Kunc, Saloni Potdar:
Distinguish Sense from Nonsense: Out-of-Scope Detection for Virtual Assistants. 502-511 - Zeyang Lei, Chao Zhang, Xinchao Xu, Wenquan Wu, Zheng-Yu Niu, Hua Wu, Haifeng Wang, Yi Yang, Shuanglong Li:
PLATO-Ad: A Unified Advertisement Text Generation Framework with Multi-Task Prompt Learning. 512-520 - Jai Gupta, Yi Tay, Chaitanya Kamath, Vinh Tran, Donald Metzler, Shailesh Bavadekar, Mimi Sun, Evgeniy Gabrilovich:
Dense Feature Memory Augmented Transformers for COVID-19 Vaccination Search Classification. 521-530 - Youngja Park, Taesung Lee:
Full-Stack Information Extraction System for Cybersecurity Intelligence. 531-539 - Ravindra Nayak, Nikesh Garera:
Deploying Unified BERT Moderation Model for E-Commerce Reviews. 540-547 - Kun Zhou, Yeyun Gong, Xiao Liu, Wayne Xin Zhao, Yelong Shen, Anlei Dong, Jingwen Lu, Rangan Majumder, Ji-Rong Wen, Nan Duan:
SimANS: Simple Ambiguous Negatives Sampling for Dense Text Retrieval. 548-559 - Taolin Zhang, Junwei Dong, Jianing Wang, Chengyu Wang, Ang Wang, Yinghui Liu, Jun Huang, Yong Li, Xiaofeng He:
Revisiting and Advancing Chinese Natural Language Understanding with Accelerated Heterogeneous Knowledge Pre-training. 560-570 - Yuto Oikawa, Yuki Nakayama, Koji Murakami:
A Stacking-based Efficient Method for Toxic Language Detection on Live Streaming Chat. 571-578 - Abhinav Goyal, Anupam Singh, Nikesh Garera:
End-to-End Speech to Intent Prediction to improve E-commerce Customer Support Voicebot in Hindi and English. 579-586 - Lianshang Cai, Linhao Zhang, Dehong Ma, Jun Fan, Daiting Shi, Yi Wu, Zhicong Cheng, Simiu Gu, Dawei Yin:
PILE: Pairwise Iterative Logits Ensemble for Multi-Teacher Labeled Distillation. 587-595 - Elena Tutubalina, Zulfat Miftahutdinov, Vladimir Muravlev, Anastasia Shneyderman:
A Comprehensive Evaluation of Biomedical Entity-centric Search. 596-605 - Makoto Morishita, Jun Suzuki, Masaaki Nagata:
Domain Adaptation of Machine Translation with Crowdworkers. 606-618 - Wonjin Yoon, Richard Jackson, Elliot Ford, Vladimir Poroshin, Jaewoo Kang:
Biomedical NER for the Enterprise with Distillated BERN2 and the Kazu Framework. 619-626 - Amey Patil, Nikesh Garera:
Large-scale Machine Translation for Indian Languages in E-commerce under Low Resource Constraints. 627-634 - Anton Eklund, Mona Forsman:
Topic Modeling by Clustering Language Model Embeddings: Human Validation on an Industry Dataset. 635-643
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