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longt5_xl_gov_memsum_bp_5
learn3r/longt5_xl_gov_memsum_bp_5
longt5_xl_gov_memsum_bp_5 is a machine learning model from learn3r. Use it for the machine learning task on the model card, and read the license before you ship it in a product. It is set up for transformers. The card lists the license as apache-2.0.
should probably proofread and complete it, then remove this comment. --
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At a glance
- Library
- transformers
- License
- apache-2.0
- Model type
- longt5
- Access
- Public
- Created
- Sep 29, 2023
- Updated
- Oct 1, 2023
- SHA
- f6c33a36
Base models
Datasets
Model card
From the Hugging Face model README
<!-- This model card has been generated automatically according to the information the Trainer had access to. You
should probably proofread and complete it, then remove this comment. -->
longt5_xl_gov_memsum_bp_5
This model is a fine-tuned version of google/long-t5-tglobal-xl on the learn3r/gov_report_memsum_bp dataset. It achieves the following results on the evaluation set:
- Loss: 0.9813
- Rouge1: 55.1149
- Rouge2: 30.149
- Rougel: 31.9694
- Rougelsum: 52.9549
- Gen Len: 1101.6060
Model description
More information needed
Intended uses & limitations
More information needed
Training and evaluation data
More information needed
Training procedure
Training hyperparameters
The following hyperparameters were used during training:
- learning_rate: 0.001
- train_batch_size: 1
- eval_batch_size: 8
- 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: 5.0
Training results
| Training Loss | Epoch | Step | Validation Loss | Rouge1 | Rouge2 | Rougel | Rougelsum | Gen Len |
|---|---|---|---|---|---|---|---|---|
| 1.1562 | 1.0 | 272 | 1.0105 | 37.2934 | 18.6683 | 24.0563 | 35.6575 | 1844.1543 |
| 0.9737 | 2.0 | 545 | 0.9813 | 55.1149 | 30.149 | 31.9694 | 52.9549 | 1101.6060 |
| 0.8395 | 3.0 | 818 | 0.9925 | 57.4498 | 31.9315 | 32.914 | 55.2389 | 1055.9784 |
| 0.7353 | 4.0 | 1091 | 1.0404 | 67.3946 | 39.2034 | 36.8583 | 64.9879 | 829.2881 |
| 0.6212 | 4.99 | 1360 | 1.0752 | 64.5433 | 36.9477 | 35.3482 | 62.2005 | 779.6152 |
Framework versions
- Transformers 4.34.0.dev0
- Pytorch 2.0.1+cu117
- Datasets 2.14.5
- Tokenizers 0.13.3
- Library
- transformers
- Type
- longt5
- License
- apache-2.0
- Created
- Sep 29, 2023
- Updated
- Oct 1, 2023