readme: ---
  language: en
  ---
  
  ## Introduction
  
  A led-large-16384 model to summarize ArXiv papers. Inputs are the abstracts of papers and full documents, and outputs are the summaries of the papers.
  
  [Allenai's Longformer Encoder-Decoder (LED)](https://github.com/allenai/longformer#longformer).
  
  As described in [Longformer: The Long-Document Transformer](https://arxiv.org/pdf/2004.05150.pdf) by Iz Beltagy, Matthew E. Peters, Arman Cohan, 
  *led-base-16384* was initialized from [*bart-base*](https://huggingface.co/facebook/bart-base) since both models share the exact same architecture. To 
  be able to process 16K tokens, *bart-base*'s position embedding matrix was simply copied 16 times.
  