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t5_recommendation_jobs_skills_p2
mostafa0841/t5_recommendation_jobs_skills_p2
t5_recommendation_jobs_skills_p2 is a machine learning model from mostafa0841. 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
- t5
- Access
- Public
- Created
- Apr 15, 2024
- Updated
- Apr 15, 2024
- SHA
- a0a08e0c
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. -->
t5_recommendation_jobs_skills_p2
This model is a fine-tuned version of t5-small on the None dataset. It achieves the following results on the evaluation set:
- Loss: 0.3964
- Rouge1: 56.9756
- Rouge2: 34.2311
- Rougel: 56.9100
- Rougelsum: 56.8854
- Gen Len: 3.7743
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: 0.01
- train_batch_size: 8
- eval_batch_size: 8
- seed: 42
- gradient_accumulation_steps: 2
- total_train_batch_size: 16
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- num_epochs: 15
Training results
| Training Loss | Epoch | Step | Validation Loss | Rouge1 | Rouge2 | Rougel | Rougelsum | Gen Len |
|---|---|---|---|---|---|---|---|---|
| No log | 1.0 | 187 | 0.5018 | 43.2644 | 20.0376 | 43.2200 | 43.2499 | 3.5588 |
| No log | 2.0 | 375 | 0.4504 | 49.0121 | 26.3671 | 48.9428 | 48.9444 | 3.5626 |
| 0.8598 | 3.0 | 562 | 0.4304 | 51.2228 | 29.2167 | 51.1510 | 51.1381 | 3.6700 |
| 0.8598 | 4.0 | 750 | 0.4183 | 51.5133 | 28.5328 | 51.3758 | 51.3621 | 3.6700 |
| 0.8598 | 5.0 | 937 | 0.4106 | 53.6532 | 31.0763 | 53.5764 | 53.4992 | 3.6591 |
| 0.3439 | 6.0 | 1125 | 0.4010 | 52.7163 | 29.5176 | 52.5233 | 52.5780 | 3.7370 |
| 0.3439 | 7.0 | 1312 | 0.4027 | 54.6573 | 32.0853 | 54.5163 | 54.5007 | 3.6591 |
| 0.2889 | 8.0 | 1500 | 0.3963 | 54.5537 | 31.8771 | 54.4623 | 54.4597 | 3.6475 |
| 0.2889 | 9.0 | 1687 | 0.3952 | 55.0573 | 32.2229 | 54.9448 | 54.9567 | 3.6514 |
| 0.2889 | 10.0 | 1875 | 0.3907 | 55.0968 | 32.9791 | 55.0473 | 55.0184 | 3.7089 |
| 0.248 | 11.0 | 2062 | 0.3915 | 56.5185 | 34.3867 | 56.4045 | 56.4487 | 3.6918 |
| 0.248 | 12.0 | 2250 | 0.3942 | 57.3052 | 34.2798 | 57.2348 | 57.2058 | 3.7689 |
| 0.248 | 13.0 | 2437 | 0.3972 | 55.5294 | 33.1886 | 55.4932 | 55.4813 | 3.7214 |
| 0.2203 | 14.0 | 2625 | 0.3939 | 55.9577 | 33.3766 | 55.8957 | 55.8786 | 3.7479 |
| 0.2203 | 14.96 | 2805 | 0.3964 | 56.9756 | 34.2311 | 56.9100 | 56.8854 | 3.7743 |
Framework versions
- Transformers 4.27.0
- Pytorch 2.1.2
- Datasets 2.8.0
- Tokenizers 0.13.3
- Library
- transformers
- Type
- t5
- License
- apache-2.0
- Created
- Apr 15, 2024
- Updated
- Apr 15, 2024