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license: apache-2.0 |
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language: |
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- en |
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metrics: |
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- meteor |
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- bertscore |
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- rouge |
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library_name: transformers |
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pipeline_tag: summarization |
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tags: |
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- medical |
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- biomedical |
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- scientific_papers |
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- PEGASUS |
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Extractive summarization, followed by abstractive summmarization. Extractive summarization performed via Top-K Sentence Cosine, in which the cosine similarity of sentence embeddings are compared. Abstractive summarization comes from the PEGASUS-X model, fine-tuned on Top-K Sentence Cosine summaries of papers from the eLife dataset. See attached paper for further details. |
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Implemented for graduate course COSC-685 Advanced NLP, in collaboration with Zhiheng Wang, Ahmed Jaafar, and Jiarui Liu. |
