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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...52 Hits 41 – 60 of 1.029 41 KOAS: Korean Text Offensiveness Analysis System ... The 2021 Conference on Empirical Methods in Natural Language Processing 2021; Park, SanHee. - : Underline Science Inc., 2021 BASE Show details 42 Contrastive Code Representation Learning ... The 2021 Conference on Empirical Methods in Natural Language Processing 2021; Jain, Ajay; Jain, Paras. - : Underline Science Inc., 2021 BASE Show details 43 Does Putting a Linguist in the Loop Improve NLU Data Collection ... The 2021 Conference on Empirical Methods in Natural Language Processing 2021; Parrish, Alicia. - : Underline Science Inc., 2021 BASE Show details 44 What are we learning from language? ... The 2021 Conference on Empirical Methods in Natural Language Processing 2021; Lupyan, Gary. - : Underline Science Inc., 2021 BASE Show details 45 Machine Translation Decoding beyond Beam Search ... The 2021 Conference on Empirical Methods in Natural Language Processing 2021; Alayrac, Jean-Baptiste; Antonoglou, Ioannis. - : Underline Science Inc., 2021 BASE Show details 46 Say `YES' to Positivity: Detecting Toxic Language in Workplace Communications ... The 2021 Conference on Empirical Methods in Natural Language Processing 2021; Awadallah, Ahmed; Bennett, Paul. - : Underline Science Inc., 2021 BASE Show details 47 Unsupervised Multi-View Post-OCR Error Correction With Language Models ... The 2021 Conference on Empirical Methods in Natural Language Processing 2021; Brenner, Eliot; Broscheit, Samuel. - : Underline Science Inc., 2021 BASE Show details 48 AttentionRank: Unsupervised Keyphrase Extraction using Self and Cross Attentions ... The 2021 Conference on Empirical Methods in Natural Language Processing 2021; Ding, Haoran; Luo, Xiao. - : Underline Science Inc., 2021 BASE Show details 49 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. - : Underline Science Inc., 2021 BASE Show details 50 Multi-granularity Textual Adversarial Attack with Behavior Cloning ... The 2021 Conference on Empirical Methods in Natural Language Processing 2021; Chen, Yangyi; su, jin. - : Underline Science Inc., 2021 BASE Show details 51 Automatic Fact-Checking with Document-level Annotations using BERT and Multiple Instance Learning ... The 2021 Conference on Empirical Methods in Natural Language Processing 2021; Park, Joonsuk; Sathe, Aalok. - : Underline Science Inc., 2021 BASE Show details 52 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 53 TSDAE: Using Transformer-based Sequential Denoising Auto-Encoder for Unsupervised Sentence Embedding Learning ... The 2021 Conference on Empirical Methods in Natural Language Processing 2021; ., Iryna; Reimers, Nils. - : Underline Science Inc., 2021 BASE Show details 54 WebSRC: A Dataset for Web-Based Structural Reading Comprehension ... The 2021 Conference on Empirical Methods in Natural Language Processing 2021; Chen, Xingyu. - : Underline Science Inc., 2021 BASE Show details 55 Improving Math Word Problems with Pre-trained Knowledge and Hierarchical Reasoning ... The 2021 Conference on Empirical Methods in Natural Language Processing 2021; Wen, Yingpeng; Xiao, Nong. - : Underline Science Inc., 2021 BASE Show details 56 Semantic Categorization of Social Knowledge for Commonsense Question Answering ... The 2021 Conference on Empirical Methods in Natural Language Processing 2021; Wang, Gengyu. - : Underline Science Inc., 2021 BASE Show details 57 Adversarial Examples for Evaluating Math Word Problem Solvers ... The 2021 Conference on Empirical Methods in Natural Language Processing 2021; Kumar, Vivek; Maheshwary, Rishabh. - : Underline Science Inc., 2021 BASE Show details 58 Pre-train or Annotate? Domain Adaptation with a Constrained Budget ... The 2021 Conference on Empirical Methods in Natural Language Processing 2021; Bai, Fan; Ritter, Alan; Xu, Wei. - : Underline Science Inc., 2021 Abstract: Anthology paper link: https://aclanthology.org/2021.emnlp-main.409/ Abstract: Recent work has demonstrated that pre-training in-domain language models can boost performance when adapting to a new domain. However, the costs associated with pre-training raise an important question: given a fixed budget, what steps should an NLP practitioner take to maximize performance? In this paper, we study domain adaptation under budget constraints, and approach it as a customer choice problem between data annotation and pre-training. Specifically, we measure the annotation cost of three procedural text datasets and the pre-training cost of three in-domain language models. Then we evaluate the utility of different combinations of pre-training and data annotation under varying budget constraints to assess which combination strategy works best. We find that, for small budgets, spending all funds on annotation leads to the best performance; once the budget becomes large enough, a combination of data annotation and in-domain ... Keyword: Computational Linguistics; Language Models; Machine Learning; Machine Learning and Data Mining; Natural Language Processing URL: https://underline.io/lecture/37963-pre-train-or-annotatequestion-domain-adaptation-with-a-constrained-budget https://dx.doi.org/10.48448/z1gf-n855 BASE Hide details 59 Corpus-based Open-Domain Event Type Induction ... The 2021 Conference on Empirical Methods in Natural Language Processing 2021; Shen, Jiaming. - : Underline Science Inc., 2021 BASE Show details 60 Learning with Different Amounts of Annotation: From Zero to Many Labels ... The 2021 Conference on Empirical Methods in Natural Language Processing 2021; ., Eunsol; Gong, Chengyue. - : Underline Science Inc., 2021 BASE Show details Page: 1 2 3 4 5 6 7...52

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