General Information

This model is trained on journal publications of belonging to the domain: Biology and Medicine.

This is an allenai/scibert_scivocab_cased model trained in the scientific domain. The model is trained with regression objective to estimate the relevance of a sentence according to the provided context (e.g., the abstract of the scientific paper).

The model is used in the paper 'Transformer-based highlights extraction from scientific papers' published in Knowledge-Based Systems scientific journal. The model is able to achieve state-of-the-art performance in the task of highlights extraction from scientific papers.

Access to the full paper: here.

Usage:

For detailed usage please use the official repository https://github.com/MorenoLaQuatra/THExt .

References:

If you find it useful, please cite the following paper:

@article{thext,
  title={Transformer-based highlights extraction from scientific papers},
  author={La Quatra, Moreno and Cagliero, Luca},
  journal={Knowledge-Based Systems},
  pages={109382},
  year={2022},
  publisher={Elsevier}
}