BART model used to generate scientific papers' title given the highlights and the abstract of the paper. This model is specifically tuned for computer
science papers.
This model is the result of a fine-tuning process done on
sshleifer/distilbart-cnn-12-6.
We performed a first fine-tuning epoch on CSPubSumm (Ed Collins, et al. "A supervised approach to extractive summarisation of scientific papers."),
BIOPubSumm, and AIPubSumm (L. Cagliero, M. La Quatra "Extracting highlights of scientific articles: A supervised summarization approach.").
A second fine-tuning epoch was performed only on CSPubSumm to let the model better understand how computer science titles are composed.
You can find more details in the
GitHub repo.
This checkpoint should be loaded into
BartForConditionalGeneration.from_pretrained. See the
BART docs for more information.