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How does frame-loss affect users’ perception of smoothness? : An experimental study on user perception mechanism for the smoothness of smartphone operations [<Journal>]
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DNB Subject Category Language
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Using Deep Learning to Identify Patients with Cognitive Impairment in Electronic Health Records ...
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P-Tuning v2: Prompt Tuning Can Be Comparable to Fine-tuning Universally Across Scales and Tasks ...
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Zero-Shot Information Extraction as a Unified Text-to-Triple Translation ...
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Abstract:
Anthology paper link: https://aclanthology.org/2021.emnlp-main.94/ Abstract: We cast a suite of information extraction tasks into a text-to-triple translation framework. Instead of solving each task relying on task-specific datasets and models, we formalize the task as a translation between task-specific input text and output triples. By taking the task-specific input, we enable a task-agnostic translation by leveraging the latent knowledge that a pre-trained language model has about the task. We further demonstrate that a simple pretraining task of predicting which relational information corresponds to which input text is an effective way to produce task-specific outputs. This enables the zero-shot transfer of our framework to downstream tasks. We study the zero-shot performance of this framework on open information extraction (OIE2016, NYT, WEB, PENN), relation classification (FewRel and TACRED), and factual probe (Google-RE and T-REx). The model transfers non-trivially to most tasks and is often ...
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Keyword:
Computational Linguistics; Information Extraction; Machine Learning; Machine Learning and Data Mining; Natural Language Processing
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URL: https://underline.io/lecture/38041-zero-shot-information-extraction-as-a-unified-text-to-triple-translation https://dx.doi.org/10.48448/bcbv-1631
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Tipula (Vestiplex) magatama Yang & Pan & Liu & Yang 2021, sp. nov. ...
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Tipula (Vestiplex) magatama Yang & Pan & Liu & Yang 2021, sp. nov. ...
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Research advances in neuroimaging and genetic characteristics of the non-fluent/agrammatic variant of primary progressive aphasia
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In: Chin Med J (Engl) (2021)
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Additional file 1 of Usefulness of interferon-γ release assay for the diagnosis of sputum smear-negative pulmonary and extra-pulmonary TB in Zhejiang Province, China ...
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Additional file 1 of Usefulness of interferon-γ release assay for the diagnosis of sputum smear-negative pulmonary and extra-pulmonary TB in Zhejiang Province, China ...
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Jointly Cross- and Self-Modal Graph Attention Network for Query-Based Moment Localization ...
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Anomaly Detection of Complex Networks Based on Intuitionistic Fuzzy Set Ensemble ...
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Additional file 1: of Improving tuberculosis case detection in underdeveloped multi-ethnic regions with high disease burden: a case study of integrated control program in China ...
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Additional file 1: of Improving tuberculosis case detection in underdeveloped multi-ethnic regions with high disease burden: a case study of integrated control program in China ...
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Functional Investigation of a GRIN2A Variant Associated with Rolandic Epilepsy
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Additional file 1: of A practical community-based response strategy to interrupt Ebola transmission in sierra Leone, 2014â 2015 ...
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Additional file 1: of A practical community-based response strategy to interrupt Ebola transmission in sierra Leone, 2014â 2015 ...
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Extracting biomedical events from pairs of text entities
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In: ISSN: 1471-2105 ; BMC Bioinformatics ; https://hal.archives-ouvertes.fr/hal-01313324 ; BMC Bioinformatics, BioMed Central, 2015, 16 (Suppl 10), pp.S8. ⟨10.1186/1471-2105-16-S10-S8⟩ ; http://bmcbioinformatics.biomedcentral.com/articles/10.1186/1471-2105-16-S10-S8 (2015)
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