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---
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 π
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 π
Hannah: Urgh.. Alright
Hannah: Bye
Amanda: Bye bye
'''
summarizer(conversation)
``` |