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.
Results
Showing 1 to 3 of 3 for “"Pseudo Labeling"”.
-
Towards Label-Efficient Learning: Exploiting Limited Labels and Abundant Unlabeled Data
… (1) JointMatch, which employs collaborative pseudo-labeling to leverage limited labeled examples together with extensive unlabeled datasets for semi-supervised text classification; (2) TestNUC, which improves the test-time performance of large language models (LLMs) by leveraging neighboring …
-
Integrated Predictive Modeling and Analytics for Crisis Management
… planning. EAGLE leverages LLMs for zero-shot pseudo-labeling and zero-shot text classification, to enhance the processing of customer reviews without the biases of manual labeling. This approach streamlines data analysis, and refines decision-making processes which allows airlines to align …
-
Label-Efficient Visual Understanding with Consistency Constraints
… rendering the challenge of scaling up human labeling for many visual tasks. Fortunately, it is easy to collect large-scale, diverse unlabeled visual data from the Internet. And we can acquire a large amount of synthetic visual data with annotations from game engines effortlessly. In this …