Pred&Guide: Labeled Target Class Prediction for Guiding Semi-Supervised Domain Adaptation

1 code implementation • 22 Nov 2022 • Megh Manoj Bhalerao, Anurag Singh, Soma Biswas

Here, we propose a novel framework, Pred&Guide, which leverages the inconsistency between the predicted and the actual class labels of the few labeled target examples to effectively guide the domain adaptation in a semi-supervised setting.

Semi-supervised Domain Adaptation Unsupervised Domain Adaptation

GraphPrompt: Graph-Based Prompt Templates for Biomedical Synonym Prediction

1 code implementation • 13 Nov 2021 • Hanwen Xu, Jiayou Zhang, Zhirui Wang, Shizhuo Zhang, Megh Manoj Bhalerao, Yucong Liu, Dawei Zhu, Sheng Wang

In the expansion of biomedical dataset, the same category may be labeled with different terms, thus being tedious and onerous to curate these terms.