6 citations · 6 across the 3 of their papers we have counts for
3 papers
Constructing Artificial Data for Fine-tuning for Low-Resource Biomedical Text Tagging with Applications in PICO Annotation
Gaurav Singh, Zahra Sabet, John Shawe-Taylor +1
Biomedical text tagging systems are plagued by the dearth of labeled training data. There have been recent attempts at using pre-trained encoders to deal with this issue. Pre-train…
Structured Multi-Label Biomedical Text Tagging via Attentive Neural Tree Decoding
Gaurav Singh, James Thomas, Iain J. Marshall +2
We propose a model for tagging unstructured texts with an arbitrary number of terms drawn from a tree-structured vocabulary (i.e., an ontology). We treat this as a special case of…
Improving Active Learning in Systematic Reviews
Gaurav Singh, James Thomas, John Shawe-Taylor
Systematic reviews are essential to summarizing the results of different clinical and social science studies. The first step in a systematic review task is to identify all the stud…