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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 8 9...42 Hits 81 – 100 of 839 81 Vision Guided Generative Pre-trained Language Models for Multimodal Abstractive Summarization ... The 2021 Conference on Empirical Methods in Natural Language Processing 2021; Dai, Wenliang; Fung, Pascale. - : Underline Science Inc., 2021 BASE Show details 82 Sorting through the noise: Testing robustness of information processing in pre-trained language models ... The 2021 Conference on Empirical Methods in Natural Language Processing 2021; Ettinger, Allyson; Pandia, Lalchand. - : Underline Science Inc., 2021 BASE Show details 83 Building the Directed Semantic Graph for Coherent Long Text Generation ... The 2021 Conference on Empirical Methods in Natural Language Processing 2021; Wang, Ziao. - : Underline Science Inc., 2021 BASE Show details 84 Detect and Classify – Joint Span Detection and Classification for Health Outcomes ... The 2021 Conference on Empirical Methods in Natural Language Processing 2021; Abaho, Micheal; Bollegala, Danushka. - : Underline Science Inc., 2021 BASE Show details 85 Cross-Attention is All You Need: Adapting Pretrained Transformers for Machine Translation ... The 2021 Conference on Empirical Methods in Natural Language Processing 2021; Gheini, Mozhdeh; May, Jonathan. - : Underline Science Inc., 2021 BASE Show details 86 Evaluation of Summarization Systems across Gender, Age, and Race ... The 2021 Conference on Empirical Methods in Natural Language Processing 2021; Jørgensen, Anna; Søgaard, Anders. - : Underline Science Inc., 2021 BASE Show details 87 A Language Model-based Generative Classifier for Sentence-level Discourse Parsing ... The 2021 Conference on Empirical Methods in Natural Language Processing 2021; Zhang, Ying. - : Underline Science Inc., 2021 BASE Show details 88 Controllable Neural Dialogue Summarization with Personal Named Entity Planning ... The 2021 Conference on Empirical Methods in Natural Language Processing 2021; Chen, Nancy; Liu, Zhengyuan. - : Underline Science Inc., 2021 BASE Show details 89 Foreseeing the Benefits of Incidental Supervision ... The 2021 Conference on Empirical Methods in Natural Language Processing 2021; ., Dan; He, Hangfeng; Ning, Qiang; Zhang, Mingyuan. - : Underline Science Inc., 2021 Abstract: Anthology paper link: https://aclanthology.org/2021.emnlp-main.134/ Abstract: Real-world applications often require improved models by leveraging a range of cheap incidental supervision signals. These could include partial labels, noisy labels, knowledge-based constraints, and cross-domain or cross-task annotations -- all having statistical associations with gold annotations but not exactly the same. However, we currently lack a principled way to measure the benefits of these signals to a given target task, and the common practice of evaluating these benefits is through exhaustive experiments with various models and hyperparameters. This paper studies whether we can, in a single framework, quantify the benefits of various types of incidental signals for a given target task without going through combinatorial experiments. We propose a unified PAC-Bayesian motivated informativeness measure, PABI, that characterizes the uncertainty reduction provided by incidental supervision signals. We demonstrate PABI's ... Keyword: Computational Linguistics; Machine Learning; Machine Learning and Data Mining; Named Entity Recognition; Natural Language Processing; Question-Answering Systems URL: https://underline.io/lecture/37726-foreseeing-the-benefits-of-incidental-supervision https://dx.doi.org/10.48448/pkh6-5809 BASE Hide details 90 Graphine: A Dataset for Graph-aware Terminology Definition Generation ... The 2021 Conference on Empirical Methods in Natural Language Processing 2021; Gu, Yiyang; Liu, Zequn. - : Underline Science Inc., 2021 BASE Show details 91 CSDS: A Fine-Grained Chinese Dataset for Customer Service Dialogue Summarization ... The 2021 Conference on Empirical Methods in Natural Language Processing 2021; Lin, Haitao; Ma, Liqun. - : Underline Science Inc., 2021 BASE Show details 92 Is “moby dick” a Whale or a Bird? Named Entities and Terminology in Speech Translation ... Association for Computational Linguistics 2021; Bentivogli, Luisa; Gaido, Marco. - : Underline Science Inc., 2021 BASE Show details 93 Connecting Attributions and QA Model Behavior on Realistic Counterfactuals ... The 2021 Conference on Empirical Methods in Natural Language Processing 2021; Durrett, Greg; Nair, Rohan. - : Underline Science Inc., 2021 BASE Show details 94 Provable Limitations of Acquiring Meaning from Ungrounded Form: What will Future Language Models Understand? ... The 2021 Conference on Empirical Methods in Natural Language Processing 2021; Goldberg, Yoav; Merrill, William. - : Underline Science Inc., 2021 BASE Show details 95 Generation and Extraction Combined Dialogue State Tracking with Hierarchical Ontology Integration ... The 2021 Conference on Empirical Methods in Natural Language Processing 2021; Li, Xinmeng. - : Underline Science Inc., 2021 BASE Show details 96 Error-Sensitive Evaluation for Ordinal Target Variables ... The 2021 Conference on Empirical Methods in Natural Language Processing 2021; Chen, David; Courtland, Maury. - : Underline Science Inc., 2021 BASE Show details 97 CDLM: Cross-Document Language Modeling ... The 2021 Conference on Empirical Methods in Natural Language Processing 2021; ., Iz; ., Matthew. - : Underline Science Inc., 2021 BASE Show details 98 Data-to-text Generation by Splicing Together Nearest Neighbors ... The 2021 Conference on Empirical Methods in Natural Language Processing 2021; Backurs, Arturs; Stratos, Karl. - : Underline Science Inc., 2021 BASE Show details 99 Natural Language Processing Meets Quantum Physics: A Survey and Categorization ... The 2021 Conference on Empirical Methods in Natural Language Processing 2021; Li, Jian; Wu, Sixuan. - : Underline Science Inc., 2021 BASE Show details 100 End-to-end style-conditioned poetry generation: What does it take to learn from examples alone? ... The 2021 Conference on Empirical Methods in Natural Language Processing 2021; Eger, Steffen. - : Underline Science Inc., 2021 BASE Show details Page: 1 2 3 4 5 6 7 8 9...42

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