--- language: en tags: - bart - seq2seq - summarization license: apache-2.0 datasets: - samsum widget: - text: "Hannah: Hey, do you have Betty's number?\nAmanda: Lemme check\nAmanda: Sorry,\ \ can't find it.\nAmanda: Ask Larry\nAmanda: He called her last time we were at\ \ the park together\nHannah: I don't know him well\nAmanda: Don't be shy, he's\ \ very nice\nHannah: If you say so..\nHannah: I'd rather you texted him\nAmanda:\ \ Just text him \U0001F642\nHannah: Urgh.. Alright\nHannah: Bye\nAmanda: Bye bye\n" 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 ROUGE-1 type: rouge-1 value: 54.3921 - name: Validation ROUGE-2 type: rouge-2 value: 29.8078 - name: Validation ROUGE-L type: rouge-l value: 45.1543 - name: Test ROUGE-1 type: rouge-1 value: 53.3059 - name: Test ROUGE-2 type: rouge-2 value: 28.355 - name: Test ROUGE-L type: rouge-l value: 44.0953 - task: type: summarization name: Summarization dataset: name: samsum type: samsum config: samsum split: train metrics: - name: ROUGE-1 type: rouge value: 46.2492 verified: true - name: ROUGE-2 type: rouge value: 21.346 verified: true - name: ROUGE-L type: rouge value: 37.2787 verified: true - name: ROUGE-LSUM type: rouge value: 42.1317 verified: true - name: loss type: loss value: 1.6859958171844482 verified: true - name: gen_len type: gen_len value: 23.7103 verified: true --- ## `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="knkarthick/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) ```