Finally, we fine-tune the model with limited data with true labels to fully adapt it to the target domain.
Faceted summarization provides briefings of a document from different perspectives.
Ranked #1 on Unsupervised Extractive Summarization on FacetSum
Recent years have seen a flourishing of neural keyphrase generation (KPG) works, including the release of several large-scale datasets and a host of new models to tackle them.
The outcomes of our work include a validated knowledge engineering procedure, a code-book for technical concept annotation, and a set of concept annotations for the target textbook, which could be used as gold standard in further research.
Recently, concatenating multiple keyphrases as a target sequence has been proposed as a new learning paradigm for keyphrase generation.
Sentence simplification aims to reduce the complexity of a sentence while retaining its original meaning.
Ranked #3 on Text Simplification on ASSET
With both previous and new evaluation metrics, our model outperforms strong baselines on all datasets.
Keyphrase provides highly-condensed information that can be effectively used for understanding, organizing and retrieving text content.