Global ETD Search
Search theses and dissertations gathered from participating repositories worldwide. Every result links back to the library that holds it. No account is needed.
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Showing 1 to 10 of 10 for “"indirect supervision"”.
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Structured prediction with indirect supervision
… it is sometimes possible to supply partial and indirect supervision to only some of the target variables or to other variables that are derivatives of the target variables and thus reduce the supervision effort significantly. Based on this intuition, this thesis addresses the problem of reducing …
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Concept and entity grounding using indirect supervision
… Wikification problem. Key among them is that no supervision is available to facilitate training machine learning models. The first extension, cross-lingual Wikification, introduces problems such as recognizing multilingual named entities mentioned in text, translating non-English names into …
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Indirect supervision for relation extraction using question-answer pairs
… acquired by linking to knowledge bases (distant supervision). However, due to the incompleteness of knowledge bases and the context-agnostic labeling, the training data collected via distant supervision (DS) can be very noisy. In recent years, as increasing attention has been brought to tackling …
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Large Language Models for Reasoning: From Indirect Supervision to Self-supervision
… of LLMs by shifting from traditional indirect supervision methods to more autonomous self-supervision paradigms. The first part of this dissertation presents two published works that illustrate how task-specific training with indirect supervision improves LLMs’ reasoning ability on …
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Speech processing with less supervision : learning from weak labels and multiple modalities
… are good at reading the training signals from indirect supervision, such as from small amount of explicit labels and from different modalities. This capability enables humans to learn from a wider variety of resources, including better domain coverage. In light of this observation, this thesis …
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Learning without Expert Labels for Multimodal Data
… on expert-labeled data and can work even with indirect supervision. Approaches for learning with indirect supervision include unsupervised learning, self-supervised learning, weakly supervised learning, few-shot learning, and knowledge distillation. This thesis addresses these opportunities in …
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State discovery for autonomous learning
… of associative perceptual learning with indirect supervision, three learning techniques are examined in detail: * short-term on-line memory-based model learning; * long-term on-line distribution-based statistical estimation; * mixed on- and off-line continuous learning of gesture models. …
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Improving Healthcare Professionals’ Ultrasound-Guided Peripheral Vascular Access Ability Utilizing Homemade Ultrasound Phantoms
… peripheral IV cannulation independently or with indirect supervision following the intervention. Conclusions: At a cost of $36.52 per model, the homemade ultrasound phantom models provided a cost-effective solution to teaching ultrasound-guided peripheral IV cannulations. Education and simulation …
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An Exploration of Counseling Practicum Students' Experiences in Department-Based and Community-Based Settings
… describes stages of counselor development and supervision conditions needed for a learning environment (Stoltenberg & Delworth, 1987; Stoltenberg & McNeill, 2010; Stoltenberg, McNeill, & Delworth, 1998)</p> <p>A nation-wide study was conducted utilizing counselor education practicum students …
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Information extraction with weak supervision
… explores the development and application of weak supervision techniques to address key challenges in three fundamental information extraction (IE) tasks: Named Entity Recognition (NER), Relation Extraction (RE), and Entity Linking (EL). Traditional supervised learning methods in these domains …