--- language: en license: apache-2.0 tags: - bart - seq2seq - summarization 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: type: abstractive-text-summarization name: Abstractive Text Summarization dataset: name: 'SAMSum Corpus: A Human-annotated Dialogue Dataset for Abstractive Summarization' type: samsum metrics: - type: rouge-1 value: 54.3921 name: Validation ROUGE-1 - type: rouge-2 value: 29.8078 name: Validation ROUGE-2 - type: rouge-l value: 45.1543 name: Validation ROUGE-L - type: rouge-1 value: 53.3059 name: Test ROUGE-1 - type: rouge-2 value: 28.355 name: Test ROUGE-2 - type: rouge-l value: 44.0953 name: Test ROUGE-L - task: type: summarization name: Summarization dataset: name: samsum type: samsum config: samsum split: train metrics: - type: rouge value: 46.2492 name: ROUGE-1 verified: true verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiZjFlZjk0MTQxMDk5ODVlNzA4MjYyNjJiMzlkOGI5MjU0MzM1ZDgxMWFlY2YyODk1Y2QxNDk2ZGZkMmU0YmYyNyIsInZlcnNpb24iOjF9.-ZraFEyEy1BY0h3frazROc1W6DmPtkb0Rvvs_A7KeWUQQlwd4felknl2dLGS3N6K-SZ89yGd6V9QJhAGeUCNDg - type: rouge value: 21.346 name: ROUGE-2 verified: true verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiODhjYjUzMGIzNTBmNzg3NGIwNzliYmUwZjM3ZTdlNjMyYzg4MjU5NDE1NjUwM2Q1MGQ0N2NiZWFkOGUwN2ExMCIsInZlcnNpb24iOjF9.SsmyHQ3u9ATihMR3lyNPGaB6bpe5xLG0pDeWJRyXtda4KUefVE3B2SpvluGTjOcF7ikKHPwNMs65IcRh9PTuDg - type: rouge value: 37.2787 name: ROUGE-L verified: true verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiN2VhNDllNGI1ODQ2OGM1MWFmOGMwY2JhOTc0NzYxMWI4N2VhM2JkZGY3OGNhMTU2YmQ0MmMzMTk4NWM4NWJmYSIsInZlcnNpb24iOjF9.vLIlnNYOv8ObzVma5-tXPhKgB0ClcSBzRzn2qKep_YWMYkWCLk-AbPZKLTimmuJvzfv7naVXLtJomZlVAzQ_Ag - type: rouge value: 42.1317 name: ROUGE-LSUM verified: true verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiMTRiNTEzZTFjYTljZmY4N2VhYWQ1MDNhNGViZDg3OTVhOTg5NDFlMmY1NzNmNWMwNTk3MTEwODY5NjQwYjVlMSIsInZlcnNpb24iOjF9.25YRNHi8K1JXnSUwmNs0VNcsFmjhFTMK9_FglOWYcs-_UeW44SURYyQlvdTSYJl0f4fBdf6TYe2nTEWJH0_oBA - type: loss value: 1.6859958171844482 name: loss verified: true verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiMjlkMDQ0NjYyMjBiYTVmMmUzMDQ4NzZmMjczZTdhNzY4NWI5Mzk0ZTc2NTM4NjE2ZjAzMDI4MWJkYTUyYjVjMyIsInZlcnNpb24iOjF9.ks0DwFnTsSu05CEJ6Wlm-41yVFyWdXzzAJlURdxjExPziPCWGXGEMVdZ07Nc4ANsKjlUD508Qyb3c_a-fIjEBA - type: gen_len value: 23.7103 name: gen_len verified: true verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiMDg3YTNhNWJkZDZmN2Q2ZmY4MjhmZjNjYWViNDY5ODZiNTVhNjY1NTk2YzI1NjQ4ZDFjYzZkZDYxZmMwMGU5MCIsInZlcnNpb24iOjF9._unExkTq29yj3ZBx1XzLs38T-k294vGaq5bsTnpPDTx3mR6h1JN-hBepuRJUBdIr5jIsTsPfsMh_xlrQ3JzuAA --- ## `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) ```