mrm8488 / bert-small2bert-small-finetuned-cnn_daily_mail-summarization

huggingface.co
Total runs: 2.4K
24-hour runs: 8
7-day runs: -300
30-day runs: -1.3K
Model's Last Updated: December 12 2020
summarization

Introduction of bert-small2bert-small-finetuned-cnn_daily_mail-summarization

Model Details of bert-small2bert-small-finetuned-cnn_daily_mail-summarization

Bert-small2Bert-small Summarization with 🤗EncoderDecoder Framework

This model is a warm-started BERT2BERT ( small ) model fine-tuned on the CNN/Dailymail summarization dataset.

The model achieves a 17.37 ROUGE-2 score on CNN/Dailymail 's test dataset.

For more details on how the model was fine-tuned, please refer to this notebook.

Results on test set 📝
Metric # Value
ROUGE-2 17.37
Model in Action 🚀
from transformers import BertTokenizerFast, EncoderDecoderModel
import torch
device = torch.device('cuda' if torch.cuda.is_available() else 'cpu')
tokenizer = BertTokenizerFast.from_pretrained('mrm8488/bert-small2bert-small-finetuned-cnn_daily_mail-summarization')
model = EncoderDecoderModel.from_pretrained('mrm8488/bert-small2bert-small-finetuned-cnn_daily_mail-summarization').to(device)

def generate_summary(text):
    # cut off at BERT max length 512
    inputs = tokenizer([text], padding="max_length", truncation=True, max_length=512, return_tensors="pt")
    input_ids = inputs.input_ids.to(device)
    attention_mask = inputs.attention_mask.to(device)

    output = model.generate(input_ids, attention_mask=attention_mask)

    return tokenizer.decode(output[0], skip_special_tokens=True)
  
text = "your text to be summarized here..."
generate_summary(text)

Created by Manuel Romero/@mrm8488 | LinkedIn

Made with ♥ in Spain

Runs of mrm8488 bert-small2bert-small-finetuned-cnn_daily_mail-summarization on huggingface.co

2.4K
Total runs
8
24-hour runs
-277
3-day runs
-300
7-day runs
-1.3K
30-day runs

More Information About bert-small2bert-small-finetuned-cnn_daily_mail-summarization huggingface.co Model

More bert-small2bert-small-finetuned-cnn_daily_mail-summarization license Visit here:

https://choosealicense.com/licenses/apache-2.0

bert-small2bert-small-finetuned-cnn_daily_mail-summarization huggingface.co

bert-small2bert-small-finetuned-cnn_daily_mail-summarization huggingface.co is an AI model on huggingface.co that provides bert-small2bert-small-finetuned-cnn_daily_mail-summarization's model effect (), which can be used instantly with this mrm8488 bert-small2bert-small-finetuned-cnn_daily_mail-summarization model. huggingface.co supports a free trial of the bert-small2bert-small-finetuned-cnn_daily_mail-summarization model, and also provides paid use of the bert-small2bert-small-finetuned-cnn_daily_mail-summarization. Support call bert-small2bert-small-finetuned-cnn_daily_mail-summarization model through api, including Node.js, Python, http.

bert-small2bert-small-finetuned-cnn_daily_mail-summarization huggingface.co Url

https://huggingface.co/mrm8488/bert-small2bert-small-finetuned-cnn_daily_mail-summarization

mrm8488 bert-small2bert-small-finetuned-cnn_daily_mail-summarization online free

bert-small2bert-small-finetuned-cnn_daily_mail-summarization huggingface.co is an online trial and call api platform, which integrates bert-small2bert-small-finetuned-cnn_daily_mail-summarization's modeling effects, including api services, and provides a free online trial of bert-small2bert-small-finetuned-cnn_daily_mail-summarization, you can try bert-small2bert-small-finetuned-cnn_daily_mail-summarization online for free by clicking the link below.

mrm8488 bert-small2bert-small-finetuned-cnn_daily_mail-summarization online free url in huggingface.co:

https://huggingface.co/mrm8488/bert-small2bert-small-finetuned-cnn_daily_mail-summarization

bert-small2bert-small-finetuned-cnn_daily_mail-summarization install

bert-small2bert-small-finetuned-cnn_daily_mail-summarization is an open source model from GitHub that offers a free installation service, and any user can find bert-small2bert-small-finetuned-cnn_daily_mail-summarization on GitHub to install. At the same time, huggingface.co provides the effect of bert-small2bert-small-finetuned-cnn_daily_mail-summarization install, users can directly use bert-small2bert-small-finetuned-cnn_daily_mail-summarization installed effect in huggingface.co for debugging and trial. It also supports api for free installation.

bert-small2bert-small-finetuned-cnn_daily_mail-summarization install url in huggingface.co:

https://huggingface.co/mrm8488/bert-small2bert-small-finetuned-cnn_daily_mail-summarization

Url of bert-small2bert-small-finetuned-cnn_daily_mail-summarization

bert-small2bert-small-finetuned-cnn_daily_mail-summarization huggingface.co Url

Provider of bert-small2bert-small-finetuned-cnn_daily_mail-summarization huggingface.co

mrm8488
ORGANIZATIONS

Other API from mrm8488

huggingface.co

Total runs: 855
Run Growth: 264
Growth Rate: 30.88%
Updated:February 23 2024
huggingface.co

Total runs: 793
Run Growth: 592
Growth Rate: 74.65%
Updated:March 19 2023
huggingface.co

Total runs: 101
Run Growth: 48
Growth Rate: 48.00%
Updated:June 20 2023
huggingface.co

Total runs: 72
Run Growth: 32
Growth Rate: 44.44%
Updated:January 24 2024
huggingface.co

Total runs: 53
Run Growth: 33
Growth Rate: 62.26%
Updated:May 21 2021