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All fields Title Creator / Publisher Keyword Year AND OR AND NOT All fields Title Creator / Publisher Keyword Year AND OR AND NOT All fields Title Creator / Publisher Keyword Year AND OR AND NOT All fields Title Creator / Publisher Keyword Year AND OR AND NOT All fields Title Creator / Publisher Keyword Year Sort by creator [A → Z]' creator [Z → A]' publishing year ↑ (asc)' publishing year ↓ (desc)' title [A → Z]' title [Z → A]' Simple Search Page: 1 2 Hits 1 – 20 of 26 1 Multilingual Code-Switching for Zero-Shot Cross-Lingual Intent Prediction and Slot Filling ... Krishnan, Jitin; Anastasopoulos, Antonios; Purohit, Hemant; Rangwala, Huzefa. - : arXiv, 2021 Abstract: Predicting user intent and detecting the corresponding slots from text are two key problems in Natural Language Understanding (NLU). In the context of zero-shot learning, this task is typically approached by either using representations from pre-trained multilingual transformers such as mBERT, or by machine translating the source data into the known target language and then fine-tuning. Our work focuses on a particular scenario where the target language is unknown during training. To this goal, we propose a novel method to augment the monolingual source data using multilingual code-switching via random translations to enhance a transformer's language neutrality when fine-tuning it for a downstream task. This method also helps discover novel insights on how code-switching with different language families around the world impact the performance on the target language. Experiments on the benchmark dataset of MultiATIS++ yielded an average improvement of +4.2% in accuracy for intent task and +1.8% in F1 for slot ... Keyword: Computation and Language cs.CL; FOS Computer and information sciences; Machine Learning cs.LG URL: https://arxiv.org/abs/2103.07792 https://dx.doi.org/10.48550/arxiv.2103.07792 BASE Hide details 2 Cross-Lingual Text Classification of Transliterated Hindi and Malayalam ... Krishnan, Jitin; Anastasopoulos, Antonios; Purohit, Hemant. - : arXiv, 2021 BASE Show details 3 What Kind of #Communication is Twitter? A Psycholinguistic Perspective on Communication in Twitter for the Purpose of Emergency Coordination Purohit, Hemant; Shalin, Valerie L.; Sheth, Amit P.... In: Valerie Shalin (2017) BASE Show details 4 What Kind of #Conversation is Twitter? Mining #Psycholinguistic Cues for Emergency Coordination Sheth, Amit P.; Flach, John M.; Bhatt, Shreyansh... In: Valerie Shalin (2017) BASE Show details 5 Intent Classification of Short-Text on Social Media Purohit, Hemant; Dong, Guozhu; Shalin, Valerie L.... In: Valerie Shalin (2017) BASE Show details 6 Intent Classification of Short-Text on Social Media Purohit, Hemant; Dong, Guozhu; Shalin, Valerie L.... In: Amit P. Sheth (2016) BASE Show details 7 Intent Classification of Short-Text on Social Media Purohit, Hemant; Dong, Guozhu; Shalin, Valerie L.... In: Krishnaprasad Thirunarayan (2016) BASE Show details 8 Intent Classification of Short-Text on Social Media Purohit, Hemant; Dong, Guozhu; Shalin, Valerie L.... In: Publications (2015) BASE Show details 9 Intent Classification of Short-Text on Social Media Purohit, Hemant; Dong, Guozhu; Shalin, Valerie L.... In: Publications (2015) BASE Show details 10 Identifying Seekers and Suppliers in Social Media Communities to Support Crisis Coordination Purohit, Hemant; Hampton, Andrew; Bhatt, Shreyansh... In: John M. Flach (2015) BASE Show details 11 What Kind of #Conversation is Twitter? Mining #Psycholinguistic Cues for Emergency Coordination Shalin, Valerie L.; Purohit, Hemant; Bhatt, Shreyansh... In: John M. Flach (2015) BASE Show details 12 Intent Classification of Short-Text on Social Media Purohit, Hemant; Dong, Guozhu; Shalin, Valerie L.... In: Kno.e.sis Publications (2015) BASE Show details 13 What Kind of #Communication is Twitter? A Psycholinguistic Perspective on Communication in Twitter for the Purpose of Emergency Coordination Sheth, Amit P.; Flach, John; Hampton, Andrew... In: John M. Flach (2015) BASE Show details 14 Identifying Seekers and Suppliers in Social Media Communities to Support Crisis Coordination Purohit, Hemant; Hampton, Andrew; Bhatt, Shreyansh... In: Publications (2014) BASE Show details 15 Identifying Seekers and Suppliers in Social Media Communities to Support Crisis Coordination Purohit, Hemant; Hampton, Andrew; Bhatt, Shreyansh... In: Amit P. Sheth (2014) BASE Show details 16 What Kind of #Conversation is Twitter? Mining #Psycholinguistic Cues for Emergency Coordination Purohit, Hemant; Shalin, Valerie L.; Flach, John M.... In: Amit P. Sheth (2014) BASE Show details 17 Identifying Seekers and Suppliers in Social Media Communities to Support Crisis Coordination Purohit, Hemant; Hampton, Andrew; Bhatt, Shreyansh... In: Kno.e.sis Publications (2014) BASE Show details 18 What Kind of #Communication is Twitter? A Psycholinguistic Perspective on Communication in Twitter for the Purpose of Emergency Coordination Shalin, Valerie L.; Purohit, Hemant; Hampton, Andrew... In: Amit P. Sheth (2014) BASE Show details 19 Twitris v3: From Citizen Sensing to Analysis, Coordination and Action Purohit, Hemant; Sheth, Amit P. In: Amit P. Sheth (2014) BASE Show details 20 What kind of #conversation is Twitter? Mining #psycholinguistic cues for emergency coordination Purohit, Hemant; Hampton, Andrew; Shalin, Valerie L.... In: Computers in human behavior. - Amsterdam [u.a.] : Elsevier 29 (2013) 6, 2438-2447 OLC Linguistik Show details Page: 1 2

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