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GatorTron: A Large Clinical Language Model to Unlock Patient Information from Unstructured Electronic Health Records ...
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Tracing Text Provenance via Context-Aware Lexical Substitution ...
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Abstract:
Text content created by humans or language models is often stolen or misused by adversaries. Tracing text provenance can help claim the ownership of text content or identify the malicious users who distribute misleading content like machine-generated fake news. There have been some attempts to achieve this, mainly based on watermarking techniques. Specifically, traditional text watermarking methods embed watermarks by slightly altering text format like line spacing and font, which, however, are fragile to cross-media transmissions like OCR. Considering this, natural language watermarking methods represent watermarks by replacing words in original sentences with synonyms from handcrafted lexical resources (e.g., WordNet), but they do not consider the substitution's impact on the overall sentence's meaning. Recently, a transformer-based network was proposed to embed watermarks by modifying the unobtrusive words (e.g., function words), which also impair the sentence's logical and semantic coherence. Besides, ... : Accepted by AAAI-2022 ...
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Keyword:
Computation and Language cs.CL; Cryptography and Security cs.CR; FOS Computer and information sciences
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URL: https://arxiv.org/abs/2112.07873 https://dx.doi.org/10.48550/arxiv.2112.07873
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Assessing mental health signals among sexual and gender minorities using Twitter data ...
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Assessing mental health signals among sexual and gender minorities using Twitter data ...
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A Study of Deep Learning Methods for De-identification of Clinical Notes at Cross Institute Settings
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A study of deep learning methods for de-identification of clinical notes in cross-institute settings
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MADEx: A System for Detecting Medications, Adverse Drug Events, and their Relations from Clinical Notes
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Rome Foundation-Asian working team report: Asian functional gastrointestinal disorder symptom clusters
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Assessing Mental Health Signals among Sexual and Gender Minorities using Twitter Data
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An Analytical Study of Not-negation and No-negation Translated in the Chinese Version of the Fantasy Fiction The Hobbit
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Yang, Xi. - : The University of Queensland, School of Languages and Cultures, 2018
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Potential screening and early diagnosis method for cancer: Tongue diagnosis
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Mirror neuron system based therapy for aphasia rehabilitation
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Research On The Implications Of Business English Teaching On Bilingual Courses In Business Communication.
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