Showing cs.CLShow all
2 papers · 1 filter
cs.CL2023
S2vNTM: Semi-supervised vMF Neural Topic Modeling
Weijie Xu, Jay Desai, Srinivasan Sengamedu +2
Language model based methods are powerful techniques for text classification. However, the models have several shortcomings. (1) It is difficult to integrate human knowledge such a…
cs.CL2023
KDSTM: Neural Semi-supervised Topic Modeling with Knowledge Distillation
Weijie Xu, Xiaoyu Jiang, Jay Desai +3
In text classification tasks, fine tuning pretrained language models like BERT and GPT-3 yields competitive accuracy; however, both methods require pretraining on large text datase…