bart-large-xsum / README.md
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metadata
language:
  - en
license: mit
tags:
  - summarization
model-index:
  - name: facebook/bart-large-xsum
    results:
      - task:
          type: summarization
          name: Summarization
        dataset:
          name: cnn_dailymail
          type: cnn_dailymail
          config: 3.0.0
          split: test
        metrics:
          - type: rouge
            value: 25.2697
            name: ROUGE-1
            verified: true
            verifyToken: >-
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          - type: rouge
            value: 7.6638
            name: ROUGE-2
            verified: true
            verifyToken: >-
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          - type: rouge
            value: 17.1808
            name: ROUGE-L
            verified: true
            verifyToken: >-
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          - type: rouge
            value: 21.7933
            name: ROUGE-LSUM
            verified: true
            verifyToken: >-
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          - type: loss
            value: 3.5042972564697266
            name: loss
            verified: true
            verifyToken: >-
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          - type: gen_len
            value: 27.4462
            name: gen_len
            verified: true
            verifyToken: >-
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      - task:
          type: summarization
          name: Summarization
        dataset:
          name: xsum
          type: xsum
          config: default
          split: test
        metrics:
          - type: rouge
            value: 45.4525
            name: ROUGE-1
            verified: true
            verifyToken: >-
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          - type: rouge
            value: 22.3455
            name: ROUGE-2
            verified: true
            verifyToken: >-
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          - type: rouge
            value: 37.2302
            name: ROUGE-L
            verified: true
            verifyToken: >-
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          - type: rouge
            value: 37.2323
            name: ROUGE-LSUM
            verified: true
            verifyToken: >-
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          - type: loss
            value: 2.3128726482391357
            name: loss
            verified: true
            verifyToken: >-
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          - type: gen_len
            value: 25.5435
            name: gen_len
            verified: true
            verifyToken: >-
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      - task:
          type: summarization
          name: Summarization
        dataset:
          name: samsum
          type: samsum
          config: samsum
          split: train
        metrics:
          - type: rouge
            value: 24.7852
            name: ROUGE-1
            verified: true
            verifyToken: >-
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          - type: rouge
            value: 5.2533
            name: ROUGE-2
            verified: true
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          - type: rouge
            value: 18.6792
            name: ROUGE-L
            verified: true
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          - type: rouge
            value: 20.629
            name: ROUGE-LSUM
            verified: true
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          - type: loss
            value: 3.746837854385376
            name: loss
            verified: true
            verifyToken: >-
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          - type: gen_len
            value: 23.1206
            name: gen_len
            verified: true
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      - task:
          type: summarization
          name: Summarization
        dataset:
          name: samsum
          type: samsum
          config: samsum
          split: test
        metrics:
          - type: rouge
            value: 24.9158
            name: ROUGE-1
            verified: true
            verifyToken: >-
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          - type: rouge
            value: 5.5837
            name: ROUGE-2
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          - type: loss
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            verified: true
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          - type: gen_len
            value: 23.0928
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            verified: true
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Bart model finetuned on xsum

docs: https://huggingface.co/transformers/model_doc/bart.html

finetuning: examples/seq2seq/ (as of Aug 20, 2020)

Metrics: ROUGE > 22 on xsum.

variants: search for distilbart

paper: https://arxiv.org/abs/1910.13461