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Create README.md
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README.md
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| 1 |
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---
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| 2 |
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datasets:
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- samsum
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language:
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- en
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metrics:
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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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- summarization
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- conversational
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- seq2seq
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- bart large
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widget:
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- text: |
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Hannah: Hey, do you have Betty's number?
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Amanda: Lemme check
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Amanda: Sorry, can't find it.
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Amanda: Ask Larry
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Amanda: He called her last time we were at the park together
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Hannah: I don't know him well
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Amanda: Don't be shy, he's very nice
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Hannah: If you say so..
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Hannah: I'd rather you texted him
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Amanda: Just text him 🙂
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Hannah: Urgh.. Alright
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Hannah: Bye
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Amanda: Bye bye
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model-index:
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- name: bart-large-xsum-samsum-conversational_summarizer
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results:
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- task:
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name: Abstractive Text Summarization
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type: abstractive-text-summarization
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dataset:
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name: "SAMSum Corpus: A Human-annotated Dialogue Dataset for Abstractive Summarization"
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type: samsum
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metrics:
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- name: Validation ROUGE-1
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type: rouge-1
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value: 54.3921
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- name: Validation ROUGE-2
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type: rouge-2
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value: 29.8078
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- name: Validation ROUGE-L
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type: rouge-l
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value: 45.1543
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- name: Test ROUGE-1
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type: rouge-1
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value: 53.3059
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- name: Test ROUGE-2
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type: rouge-2
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value: 28.355
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- name: Test ROUGE-L
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type: rouge-l
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value: 44.0953
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---
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## Usage
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```python
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from transformers import pipeline
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summarizer_pipe = pipeline("summarization", model="yashugupta786/bart_large_xsum_samsum_conv_summarizer")
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conversation_data = '''Hannah: Hey, do you have Betty's number?
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| 65 |
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Amanda: Lemme check
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Amanda: Sorry, can't find it.
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| 67 |
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Amanda: Ask Larry
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| 68 |
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Amanda: He called her last time we were at the park together
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| 69 |
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Hannah: I don't know him well
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| 70 |
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Amanda: Don't be shy, he's very nice
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| 71 |
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Hannah: If you say so..
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| 72 |
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Hannah: I'd rather you texted him
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| 73 |
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Amanda: Just text him 🙂
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| 74 |
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Hannah: Urgh.. Alright
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| 75 |
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Hannah: Bye
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| 76 |
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Amanda: Bye bye
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| 77 |
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'''
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summarizer_pipe(conversation_data)
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```
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## Results
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| 82 |
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| key | value |
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| 83 |
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| --- | ----- |
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| 84 |
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| eval_rouge1 | 54.3921 |
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| 85 |
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| eval_rouge2 | 29.8078 |
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| 86 |
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| eval_rougeL | 45.1543 |
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| 87 |
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| eval_rougeLsum | 49.942 |
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| 88 |
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| test_rouge1 | 53.3059 |
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| 89 |
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| test_rouge2 | 28.355 |
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| test_rougeL | 44.0953 |
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| 91 |
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| test_rougeLsum | 48.9246 |
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