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language: en |
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license: apache-2.0 |
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tags: |
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- summarization |
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datasets: arxiv-summarization |
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--- |
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## Introduction |
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A led-base-16384 model to summarize ArXiv papers. Inputs are the abstracts of papers and full documents, and outputs are the summaries of the papers. |
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[Allenai's Longformer Encoder-Decoder (LED)](https://github.com/allenai/longformer#longformer). |
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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. |
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### Rouge 2 |
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| Type | Score | |
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| --- | --- | |
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| `precision` | 0.1839148953011932 | |
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| `recall` | 0.14904707945189774 | |
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| `fmeasure` | 0.1580026685776864 | |
