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| --- | |
| language: en | |
| tags: | |
| - bart | |
| - seq2seq | |
| - summarization | |
| license: apache-2.0 | |
| datasets: | |
| - samsum | |
| widget: | |
| - text: | | |
| Hannah: Hey, do you have Betty's number? | |
| Amanda: Lemme check | |
| Amanda: Sorry, can't find it. | |
| Amanda: Ask Larry | |
| Amanda: He called her last time we were at the park together | |
| Hannah: I don't know him well | |
| Amanda: Don't be shy, he's very nice | |
| Hannah: If you say so.. | |
| Hannah: I'd rather you texted him | |
| Amanda: Just text him 🙂 | |
| Hannah: Urgh.. Alright | |
| Hannah: Bye | |
| Amanda: Bye bye | |
| model-index: | |
| - name: bart-large-xsum-samsum | |
| results: | |
| - task: | |
| name: Abstractive Text Summarization | |
| type: abstractive-text-summarization | |
| dataset: | |
| name: "SAMSum Corpus: A Human-annotated Dialogue Dataset for Abstractive Summarization" | |
| type: samsum | |
| metrics: | |
| - name: Validation ROGUE-1 | |
| type: rogue-1 | |
| value: 54.3921 | |
| - name: Validation ROGUE-2 | |
| type: rogue-2 | |
| value: 29.8078 | |
| - name: Validation ROGUE-L | |
| type: rogue-l | |
| value: 45.1543 | |
| - name: Test ROGUE-1 | |
| type: rogue-1 | |
| value: 53.3059 | |
| - name: Test ROGUE-2 | |
| type: rogue-2 | |
| value: 28.355 | |
| - name: Test ROGUE-L | |
| type: rogue-l | |
| value: 44.0953 | |
| --- | |
| ## `bart-large-xsum-samsum` | |
| This model was obtained by fine-tuning `facebook/bart-large-xsum` on [Samsum](https://huggingface.co/datasets/samsum) dataset. | |
| ## Usage | |
| ```python | |
| from transformers import pipeline | |
| summarizer = pipeline("summarization", model="lidiya/bart-large-xsum-samsum") | |
| conversation = '''Hannah: Hey, do you have Betty's number? | |
| Amanda: Lemme check | |
| Amanda: Sorry, can't find it. | |
| Amanda: Ask Larry | |
| Amanda: He called her last time we were at the park together | |
| Hannah: I don't know him well | |
| Amanda: Don't be shy, he's very nice | |
| Hannah: If you say so.. | |
| Hannah: I'd rather you texted him | |
| Amanda: Just text him 🙂 | |
| Hannah: Urgh.. Alright | |
| Hannah: Bye | |
| Amanda: Bye bye | |
| ''' | |
| summarizer(conversation) | |
| ``` | |
| ## Training procedure | |
| - Colab notebook: https://colab.research.google.com/drive/1dul0Sg-TTMy9xZCJzmDRajXbyzDwtYx6?usp=sharing | |
| ## Results | |
| | key | value | | |
| | --- | ----- | | |
| | eval_rouge1 | 54.3921 | | |
| | eval_rouge2 | 29.8078 | | |
| | eval_rougeL | 45.1543 | | |
| | eval_rougeLsum | 49.942 | | |
| | test_rouge1 | 53.3059 | | |
| | test_rouge2 | 28.355 | | |
| | test_rougeL | 44.0953 | | |
| | test_rougeLsum | 48.9246 | |