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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 3 4 5 6 Hits 1 – 20 of 112 1 ProtoInfoMax: Prototypical Networks with Mutual Information Maximization for Out-of-Domain Detection ... The 2021 Conference on Empirical Methods in Natural Language Processing 2021; ., Vlado; Fang, Meng; Nimah, Iftitahu; Pechenizkiy, Mykola. - : Underline Science Inc., 2021 Abstract: The ability to detect Out-of-Domain (OOD) inputs has been a critical requirement in many real-world NLP applications. For example, intent classification in dialogue systems. The reason is that the inclusion of unsupported OOD inputs may lead to catastrophic failure of systems. However, it remains an empirical question whether current methods can tackle such problems reliably in a realistic scenario where zero OOD training data is available. In this study, we propose ProtoInfoMax, a new architecture that extends Prototypical Networks to simultaneously process in-domain and OOD sentences via Mutual Information Maximization (InfoMax) objective. Experimental results show that our proposed method can substantially improve performance up to 20% for OOD detection in low resource settings of text classification. We also show that ProtoInfoMax is less prone to typical overconfidence errors of Neural Networks, leading to more reliable prediction results. ... Keyword: Computational Linguistics; Conversational Agent; Machine Learning; Machine Learning and Data Mining; Natural Language Processing URL: https://dx.doi.org/10.48448/z3pv-mw84 https://underline.io/lecture/39958-protoinfomax-prototypical-networks-with-mutual-information-maximization-for-out-of-domain-detection BASE Hide details 2 Towards the Early Detection of Child Predators in Chat Rooms: A BERT-based Approach ... The 2021 Conference on Empirical Methods in Natural Language Processing 2021; Kumbale, Sinchana; Singh, Smriti. - : Underline Science Inc., 2021 BASE Show details 3 Discourse-Driven Integrated Dialogue Development Environment for Open-Domain Dialogue Systems ... The 2021 Conference on Empirical Methods in Natural Language Processing 2021; ., Dmitry; Burtsev, Mikhail. - : Underline Science Inc., 2021 BASE Show details 4 Distilling the Knowledge of Large-scale Generative Models into Retrieval Models for Efficient Open-domain Conversation ... The 2021 Conference on Empirical Methods in Natural Language Processing 2021. - : Underline Science Inc., 2021 BASE Show details 5 Improving Dialogue State Tracking with Turn-based Loss Function and Sequential Data Augmentation ... The 2021 Conference on Empirical Methods in Natural Language Processing 2021; Dalton, Jeffrey; Manotumruksa, Jarana. - : Underline Science Inc., 2021 BASE Show details 6 Towards Realistic Single-Task Continuous Learning Research for NER ... The 2021 Conference on Empirical Methods in Natural Language Processing 2021; ., He; Gupta, Rahul. - : Underline Science Inc., 2021 BASE Show details 7 Automated Template Paraphrasing for Conversational Assistants ... The 2021 Conference on Empirical Methods in Natural Language Processing 2021; Flek, Lucie; Vogel, Liane. - : Underline Science Inc., 2021 BASE Show details 8 Elementary-Level Math Word Problem Generation using Pre-Trained Transformers ... The 2021 Conference on Empirical Methods in Natural Language Processing 2021; ., Savindu; Athapaththu, Dineth. - : Underline Science Inc., 2021 BASE Show details 9 MURAL: Multimodal, Multitask Representations Across Languages ... The 2021 Conference on Empirical Methods in Natural Language Processing 2021. - : Underline Science Inc., 2021 BASE Show details 10 Challenges in Detoxifying Language Models ... The 2021 Conference on Empirical Methods in Natural Language Processing 2021; Dathathri, Sumanth; Glaese, Amelia. - : Underline Science Inc., 2021 BASE Show details 11 Contextualize Knowledge Bases with Transformer for End-to-end Task-Oriented Dialogue Systems ... The 2021 Conference on Empirical Methods in Natural Language Processing 2021; Dai, Yong; Gou, Yanjie. - : Underline Science Inc., 2021 BASE Show details 12 ConvAbuse: Data, Analysis, and Benchmarks for Nuanced Detection in Conversational AI ... The 2021 Conference on Empirical Methods in Natural Language Processing 2021; Abercrombie, Gavin; Cercas Curry, Amanda. - : Underline Science Inc., 2021 BASE Show details 13 An animated picture says at least a thousand words: Selecting Gif-based Replies in Multimodal Dialog ... The 2021 Conference on Empirical Methods in Natural Language Processing 2021; Jurgens, David; Wang, Xingyao. - : Underline Science Inc., 2021 BASE Show details 14 SideControl: Controlled Open-domain Dialogue Generation via Additive Side Networks ... The 2021 Conference on Empirical Methods in Natural Language Processing 2021; Du, Wanyu; Ji, Yangfeng. - : Underline Science Inc., 2021 BASE Show details 15 A Label-Aware BERT Attention Network for Zero-Shot Multi-Intent Detection in Spoken Language Understanding ... The 2021 Conference on Empirical Methods in Natural Language Processing 2021; Juang, Biing-Hwang; Su, Ruolin. - : Underline Science Inc., 2021 BASE Show details 16 Coral: An Approach for Conversational Agents in Mental Health Applications ... The 2021 Conference on Empirical Methods in Natural Language Processing 2021; ., Shubham; Parekh, Saloni. - : Underline Science Inc., 2021 BASE Show details 17 MeLT: Message-Level Transformer with Masked Document Representations as Pre-Training for Stance Detection ... The 2021 Conference on Empirical Methods in Natural Language Processing 2021. - : Underline Science Inc., 2021 BASE Show details 18 Iconary: A Pictionary-Based Game for Testing Multimodal Communication with Drawings and Text ... The 2021 Conference on Empirical Methods in Natural Language Processing 2021; Bonafilia, Derrick; Choi, Jonghyun. - : Underline Science Inc., 2021 BASE Show details 19 Mapping Language to Programs using Multiple Reward Components with Inverse Reinforcement Learning ... The 2021 Conference on Empirical Methods in Natural Language Processing 2021; Ghosh, Sayan; Srivastava, Shashank. - : Underline Science Inc., 2021 BASE Show details 20 "I don't know who she is": Discourse and Knowledge Driven Coreference Resolution ... The 2021 Conference on Empirical Methods in Natural Language Processing 2021; ., Phillip; Li, Cecilia. - : Underline Science Inc., 2021 BASE Show details Page: 1 2 3 4 5 6

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