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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 7...72 Hits 41 – 60 of 1.423 41 15D: Summarization #2 ... The Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing 2021. - : Underline Science Inc., 2021 BASE Show details 42 Explanations for CommonsenseQA: New Dataset and Models ... The Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing 2021; Aggarwal, Shourya; Agrawal, Vishwajeet. - : Underline Science Inc., 2021 BASE Show details 43 Societal Biases in Language Generation: Progress and Challenges ... The Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing 2021; Chang, Kai-Wei; Natarajan, Prem. - : Underline Science Inc., 2021 BASE Show details 44 UserAdapter: Few-Shot User Learning in Sentiment Analysis ... The Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing 2021; Duan, Nan; Tang, Duyu; Wang, Jiahai; Yin, Jian; Zhong, Wanjun. - : Underline Science Inc., 2021 Abstract: Read paper: https://www.aclanthology.org/2021.findings-acl.129 Abstract: Adapting a model to a handful of personalized data is challenging, especially when it has gigantic parameters, such as a Transformer-based pretrained model. The standard way of fine-tuning all the parameters necessitates storing a huge model for each user. In this work, we introduce a lightweight approach dubbed UserAdapter, which clamps hundred millions of parameters of the Transformer model and optimizes a tiny user-specific vector. We take sentiment analysis as a test bed, and collect datasets of reviews from Yelp and IMDB respectively. Results show that, on both datasets, UserAdapter achieves better accuracy than the standard fine-tuned Transformer-based pre-trained model. More importantly, UserAdapter offers an efficient way to produce a personalized Transformer model with less than 0.5\% parameters added for each user. ... Keyword: Computational Linguistics; Condensed Matter Physics; Deep Learning; Electromagnetism; FOS Physical sciences; Information and Knowledge Engineering; Neural Network; Semantics URL: https://underline.io/lecture/26220-useradapter-few-shot-user-learning-in-sentiment-analysis https://dx.doi.org/10.48448/yj78-2105 BASE Hide details 45 QA-Driven Zero-shot Slot Filling with Weak Supervision Pretraining ... The Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing 2021; Du, Xinya. - : Underline Science Inc., 2021 BASE Show details 46 9C: Question Answering #2 ... The Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing 2021. - : Underline Science Inc., 2021 BASE Show details 47 GEM: Natural Language Generation, Evaluation, and Metrics - Part 2 ... The Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing 2021. - : Underline Science Inc., 2021 BASE Show details 48 Matching Distributions between Model and Data: Cross-domain Knowledge Distillation for Unsupervised Domain Adaptation ... The Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing 2021; Zhang, Bo. - : Underline Science Inc., 2021 BASE Show details 49 Measuring and Increasing Context Usage in Context-Aware Machine Translation ... The Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing 2021; Fernandes, Patrick; Martins, Andre. - : Underline Science Inc., 2021 BASE Show details 50 UMIC: An Unreferenced Metric for Image Captioning via Contrastive Learning ... The Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing 2021; ., Franck; ., Kyomin. - : Underline Science Inc., 2021 BASE Show details 51 Uncertainty and Surprisal Jointly Deliver the Punchline: Exploiting Incongruity-Based Features for Humor Recognition ... The Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing 2021; Li, Junze; Pu, Pearl. - : Underline Science Inc., 2021 BASE Show details 52 GEM: Natural Language Generation, Evaluation, and Metrics - Part 1 ... The Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing 2021. - : Underline Science Inc., 2021 BASE Show details 53 CoDesc: A Large Code–Description Parallel Dataset ... The Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing 2021; Hasan, Masum; Shahriyar, Rifat. - : Underline Science Inc., 2021 BASE Show details 54 Meta Learning and Its Applications to Natural Language Processing ... The Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing 2021. - : Underline Science Inc., 2021 BASE Show details 55 CausaLM: Causal Model Explanation Through Counterfactual Language Models ... The Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing 2021; Feder, Amir; Oved, Nadav. - : Underline Science Inc., 2021 BASE Show details 56 Beyond Metadata: What Paper Authors Say About Corpora They Use ... The Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing 2021; Kolyada, Nikolay. - : Underline Science Inc., 2021 BASE Show details 57 Learning Latent Structures for Cross Action Phrase Relations in Wet Lab Protocols ... The Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing 2021; Chan, Jany; Fosler-Lussier, Eric. - : Underline Science Inc., 2021 BASE Show details 58 A Knowledge-Guided Framework for Frame Identification ... The Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing 2021; Su, Xuefeng. - : Underline Science Inc., 2021 BASE Show details 59 One Teacher is Enough? Pre-trained Language Model Distillation from Multiple Teachers ... The Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing 2021; Huang, Yongfeng; Wu, Chuhan. - : Underline Science Inc., 2021 BASE Show details 60 Exploiting Auxiliary Data for Offensive Language Detection with Bidirectional Transformers ... The Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing 2021; Li, Sheng; Singh, Sumer. - : Underline Science Inc., 2021 BASE Show details Page: 1 2 3 4 5 6 7...72

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