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braindao / flan-t5-cnn
Model's Last Updated: March 10 2023
text-generation
Introduction of flan-t5-cnn
Model Details of flan-t5-cnn
base
This model is a fine-tuned version of google/flan-t5-base on the cnn_dailymail 3.0.0 dataset. It achieves the following results on the evaluation set:
- Loss: 1.4232
- Rouge1: 42.1388
- Rouge2: 19.7696
- Rougel: 30.1512
- Rougelsum: 39.3222
- Gen Len: 71.8562
Model description
- Model type: Language model
- Language(s) (NLP): English, Spanish, Japanese, Persian, Hindi, French, Chinese, Bengali, Gujarati, German, Telugu, Italian, Arabic, Polish, Tamil, Marathi, Malayalam, Oriya, Panjabi, Portuguese, Urdu, Galician, Hebrew, Korean, Catalan, Thai, Dutch, Indonesian, Vietnamese, Bulgarian, Filipino, Central Khmer, Lao, Turkish, Russian, Croatian, Swedish, Yoruba, Kurdish, Burmese, Malay, Czech, Finnish, Somali, Tagalog, Swahili, Sinhala, Kannada, Zhuang, Igbo, Xhosa, Romanian, Haitian, Estonian, Slovak, Lithuanian, Greek, Nepali, Assamese, Norwegian
- License: Apache 2.0
- Related Models: All FLAN-T5 Checkpoints
- Original Checkpoints: All Original FLAN-T5 Checkpoints
- Resources for more information:
Intended uses & limitations
The information below in this section are copied from the model's official model card :
Language models, including Flan-T5, can potentially be used for language generation in a harmful way, according to Rae et al. (2021). Flan-T5 should not be used directly in any application,
Training and evaluation data
- Loss: 1.4232
- Rouge1: 42.1388
- Rouge2: 19.7696
- Rougel: 30.1512
- Rougelsum: 39.3222
- Gen Len: 71.8562
Training procedure
Training procedure example notebook for flan-T5 and pushing it to hub https://github.com/EveripediaNetwork/ai/blob/main/notebooks/Fine-Tuning-Flan-T5_1.ipynb
Training hyperparameters
The following hyperparameters were used during training:
- learning_rate: 0.0001
- train_batch_size: 1
- eval_batch_size: 4
- seed: 42
- gradient_accumulation_steps: 64
- total_train_batch_size: 64
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: Constant
- num_epochs: 3.0
Framework versions
- Transformers 4.27.0.dev0
- Pytorch 1.13.0+cu117
- Datasets 2.7.1
- Tokenizers 0.12.1
Runs of braindao flan-t5-cnn on huggingface.co
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More Information About flan-t5-cnn huggingface.co Model
Url of flan-t5-cnn
flan-t5-cnn huggingface.co Url
Provider of flan-t5-cnn huggingface.co
Other API from braindao
Updated:April 30 2025
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